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2012 Program
Session 1: ”Synapse” as a pilot for building an “information commons” for disease models together.
Leader: Mike Kellen, Sage Bionetworks
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Examination of essential framework and features of the Sage Bionetworks collaborative IT platform “Synapse” to align experts and enthusiasts for the next directions to be taken. This will be followed by a description of next functionalities to be built. Highlights will include: Synapse as way to publicly host data for broad re-use, real time analysis done in Synapse and used to support a journal article. Commentators include: Robert Gentleman, Sean Hill, Jason Johnson, Magali Haas

Session 5: Citizen Led Collaborative Competitions
Leaders: Adam Margolin, Sage Bionetworks
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Commentators to include: Regis Kelly, Dan Gallahan, Henry Chesbrough, Ilya Kupershmidt
Citizens need to be directly involved in networked approaches to solving biological problems such as finding the causes of disease, discovering new therapies and identifying who should be given which drug. Citizen science requires new modes of communication and collaboration that go beyond traditional paradigms. It also requires nontraditional funding strategies. This session will detail existing and emerging collaborative ‘challenge projects’ being developed by Sage Bionetworks, METABRIC, Norway Radium Hospital, IBM, and Google.

Session 6: Open Network Biology
Leaders: Eric Schadt, Mount Sinai School of Medicine & Erich Huang, Sage Bionetworks
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The editor-in-chief of ONB, a new journal with an emphasis canada goose lodge outlet new science and the hosting of “reproducible models”, will review this disruptive alternative to traditional approaches to publishing data, models, and tools.

Session 7: Opportunities for Sharing Data
Leader: Vicki Seyfert-Margolis, Food and Drug Administration
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Update canada goose lodge outlet the role of the FDA to build large public disease biology-based clinical and genomic datasets. Approaches will be presented to extend beyond the 2011 pilot project of accessing the “clinical trial comparator arms” of industry clinical trials (CTCAP) and will examine new joint opportunities in regulatory sciences.

Session 9: Re-Designing Pre-Competitive Drug Discovery
Moderator: Stephen Friend, Sage Bionetworks
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Cutting edge open solutions to traditionally-siloed drug discovery models: A crash course canada goose lodge outlet Public Private Partnerships and other ways to de-risk therapeutic targets. Among those to be highlighted will be the COMPASS trials, Cinderella Therapeutics, Structural Genomics Consortium, The Discovery Network, Arch2POCM, and the Cancer Commons. Commentator: Barbara Mittleman, Panelists: Huib Vriesendorp, Thea Norman, Kathy Giusti, Rob Snelders, Marty Tenenbaum

Session 10: “BRIDGE” An IT platform to democratize medical research by bringing citizens, funders, and collaborators together into dynamic roles
Leader: Chitra Krishnan, Ashoka with Michael Simpson & Tyler Jenks
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Current reward structures in the medical industrial complex marginalize citizens and patients. We need new ways to bring together citizens, patients, funders, and scientists. BRIDGE is a new approach pioneered by Ashoka/Sage Bionetworks to facilitate non-traditional support of innovative medical research. Commentators include: Jamie Heywood, Bas Bloem, Bev Mayhew, Eva Guinan, Vessela Kristensen, Laura Van’t Veer.

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Medical Offshore Revenue Cycle Outsourcing
By: Phil C. Solomon

Healthcare Outsourcing – The Drivers of Change

The History of Healthcare Outsourcing

Current Offshore Healthcare Outsourcing Trends

Why Do Healthcare Executives Outsource?

What Are The Risks Associated With Outsourcing?


n our current fast paced business environment, the healthcare industry has not kept up with the general business industry and their outsourcing initiatives. That said healthcare executives are now more accepting of outsourcing than they have ever been. Gartner Research Inc. estimates healthcare executives spend about twenty percent of their budget on external sourcing options, compared to the general mainstream industries, which typically invest about a third of their budget on external sourcing1. Gartner also estimates that seventy percent of healthcare organizations who do choose to outsource meet or exceed their cost-savings expectations, and most see an improvement in services as they shift their non-core functions to experts2.

Healthcare revenue cycle outsourcing offers many opportunities for cost and operational improvement. The following list details some of the potential functions:

Because of the current political landscape, healthcare outsourcing in general has begun to see a significant rise in acceptance. During the next five to ten years, canada goose trillium park on sale is estimated healthcare will see an increase in the outsourcing of all business processes. The American Recovery and Reinvestment Act of 2009 (economic stimulus package for the U. S. economy), healthcare reform, and the Health Information Technology for Economic and Clinical Health Act (HITECH), will create significant opportunities for all onshore and offshore outsourcing companies to aid healthcare organizations in meeting the new set of regulations and requirements mandated by legislative action. These industry changes will increase outsourcing because healthcare providers and payers cannot implement these changes on their own and certainly not at the pace they want. There will be “a progressive shift toward healthcare outsourcing over the next five years, ” says Dr. Harry Greenspun, Chief Medical Officer, Dell Perot Systems3.

Healthcare executives must effectively manage their new business process outsourcing engagements by taking a holistic approach to managing the vendor relationship, as well as a collaborative approach to governance, a grasp of strategic outcomes and a prioritization of change management4.

Offshore business process outsourcing spending will be directly associated with the level of acceptance healthcare organizations have towards moving transactional and process oriented work offshore. Historically, physicians, hospitals and insurance payers with larger footprints and decentralized organizations have been the first to initiate offshore partnerships. Historically, smaller organizations typically relied on internal resources. This trend is changing. All sized healthcare organizations are jumping on the offshore outsourcing bandwagon and are moving toward leveraging IT, clinical and revenue cycle business processing outsourcing services due to cost reductions and economies of scale. The drivers for the shift in strategy for smaller healthcare operations are due in part to the margin pressure they are under and the need to cut costs. The key ancillary benefits to an offshore outsourcing strategy are operational efficiencies, cost reductions and providing superior patient satisfaction.

Healthcare executives have numerous sourcing strategies from which to choose. Utilizing a United States based local, regional or national outsourcer has been the typical choice for healthcare executives who outsource. With today’s technology, especially in the services’ sector, canada goose trillium park on sale is less important to contract with a local provider than to choose the best-in-class provider regardless where their business operation is located.

he term “Outsourcing” did not enter the English-speaking lexicon until the early 1980s. Since the 1980s, the first wave of outsourcing by transnational corporations increased subcontracting across national boundaries. In the early 1980’s several European airlines started using Delhi as a base for back-office operations, British Airways being one among them. The British Airways Delhi outsourcing operation was finally spun off as a separate organization called WNS Global Services in 20025.

In 2002, BPO and IT outsourcing became mainstream in India. IBM, EDS and international national 3rd party BPO players like Convergys and Sitel set up shop in India, swelling the BPO movement to India. In short order, Accenture, IBM, Hewlett Packard and Dell also set up shop in India6.

Analysts believe that India remains a vital destination for outsourcing and expect its annual GDP to grow at 8-10% for the next decade7. In addition, outsourcing efforts to India have been proven to be an effective remedy for US labor force issues, increasing operating costs and shortages of qualified employees8.

here are enormous opportunities for Indian companies to help healthcare payers and providers control healthcare costs and improve operational quality. Major opportunities for India based outsourcing vendors lie primarily in revenue cycle management, electronic medical/health records (EMR/EHR), billing & coding and medical transcription and other back office function. The healthcare outsourcing market size, according to ValueNotes, estimates India’s EMR/EHR segment is a $20 billion IT opportunity and revenue cycle management (RCM) is currently a $50 billion market in the US9. India based outsourcing companies are projected to win a large chunk of the $50 billion RCM business.

The mature global technology infrastructure and seamless integrated solutions places Indian companies in a good position to process outsourced healthcare work. An example is the ICD 10 conversion change due by October 2013. It is expected to impact the medical coding industry and is likely to spur a great demand for offshore outsourcing. It is projected that a large percentage of medical coding in the future will be processed in India10.

In the U. S., outsourcing, in general, has become a popular political issue driven by poor economic times and localized job losses. Even with local and national pressure to curtail outsourcing activities by consumer advocates, the ROI from cost reductions and improvements in quality have influenced healthcare executives to pursue offshore outsourcers as an alternative to a localized workforce.

Over time, the acceptance of offshore business process outsourcing has gained greater acceptance from the business community and consumers in general. As general business began utilizing offshore outsourcing, many early adopters in the healthcare industry took the leap and jumped on the overseas or offshore outsourcing bandwagon. At the time, the leading driver for moving work offshore was a better economy of scale than in the US, reduced labor costs, and large labor pools of educated and qualified personnel.

Over the past ten years, providers have increasingly used outsourced IT, technical, back office, billing, and clinical services primarily delivered by India based companies. Those payers and providers who have chosen wisely, and partnered with qualified process oriented firms overseas or offshore, have experienced reduced operating costs and ultimately, higher patient satisfaction experiences.

Americans in general, value the opportunities offered by our free-market economy. In every region of the country, community leaders attempt to support and protect local labor forces, which serve local businesses. The goal of this action is to protect the work force and keep jobs in the community and surrounding area. Unfortunately, with budget cuts and margin pressure becoming greater than it’s ever been, healthcare executives cannot meet the demands of managing various clinical and revenue cycle functions, which demand a more qualified and educated workforce. Gartner Research Inc. estimates, by utilizing qualified outsourcers; hospitals can achieve productivity gains, and operate with cost savings ranging from twenty percent to fifty percent11. The obvious benefits and productivity gains have healthcare executives weighing their outsourcing options.

The healthcare executives who have not utilized offshore outsourcing have succumbed to the local pressure of keeping jobs within their community regardless of the impact on the financial performance of the health system. They have shied away from moving a portion of clinical and business work to outsourcers offshore. That said, an interesting paradox exists as those same executives and community influencers do not think twice about purchasing clothes, food products, electronics, cars, toys, furniture, and households canada goose trillium park on sale produced globally. Regardless of the task, business segment or location of the potential outsourcer chosen to provide services, the ultimate goal of pursuing any outsourcing strategy is to support the goals of the healthcare organization, which are ultimately to serve the community with the highest level of patient care. That cannot be accomplished if the organization is under financial duress.

Many top healthcare thought leaders are now accepting offshore outsourcing as a cost reduction and operational improvement strategy designed to combat the economic squeeze the healthcare industry is experiencing. Outsourcing in general saves time, effort, demands on infrastructure, manpower, and money. By leveraging the best of breed solution providers, healthcare organizations gain a competitive edge guaranteeing endless benefits for the enterprise and the patients they serve.

ealthcare organizations that consider outsourcing are seeking to realize benefits or address the following issues:

he risks associated with outsourcing can be significant if the wrong partner is chosen or if there is poor planning or a lack of acceptance by the stakeholders. The following are some of the risks healthcare providers or payers should consider when evaluating an outsourcing engagement:

Quality Risk – An organization can be at risk if the outsourcer does not produce services that meet service level agreements (SLA) therefore, creating operational related issues.

Quality of Service – Quality of service is measured through (SLA)’s contractually agreed upon. Poorly defined or absent (SLA)’s can open the door for imperfections in the services provided.

Language Communication – In some outsourcing arrangements, some foreign cultures and language barriers can negatively affect the end-user-experience ultimately leading to patient dissatisfaction.

Security – Some outsourcers put their clients at risk by not offering the highest levels of security such as ISO certification, SAS 70 certifications, and PCI data security standards.

Public Opinion – There may be a negative public opinion against offshore outsourcing because it leads to job displacement. However, supporters focus on mainstream economic benefits to argue that outsourcing improves overall quality of the organization by holding down the administrative costs, thus creating overarching benefits and quality output.

Losses of Control – There are risks for providers who transfer the responsibility of completing a task or a set of tasks to an outside entity. These risks occur because the provider may lose control and not be able to have their finger on the pulse of the work. Stakeholders must ensure that open communication and procedural excellence is adhered to at all times by the outsourcer. Preferred outsourcing providers offer mechanisms designed to keep the organization in tune with every aspect of the outsourcing engagement, thus creating a feeling of confidence and security, knowing their best interests are always upheld.

Many top healthcare thought leaders are now accepting outsourcing as a cost reduction and operational improvement strategy designed to combat the economic squeeze the healthcare industry is experiencing. Outsourcing takes time and effort to develop sourcing requirements, decide on the appropriate outsourcing partner, and implement and monitor the engagement. In the long run, outsourcing saves demands on infrastructure, manpower and money. By leveraging a best in class solution provider, healthcare organizations gain a competitive edge guaranteeing endless benefits for the enterprise and the patients they serve.

Previously, he was the CEO of a Fast Tech 50, call center performance improvement technology firm, and a principal executive at an INC Magazine American top 500 Fastest Growing Private Company. In addition, he managed the Healthcare vertical market for one of the largest global outsourcing and receivable management companies in the world.

He is an active member of the HFMA, NAHAM, MGMA and AAHAM and is frequently featured as a speaker at industry trade conferences and educational seminars. Phil resides in Atlanta, Georgia and holds a B. A. degree from San Diego State University.

Work Cited

1 Wellsphere “Revenue Cycle Outsourcing. ”, 10-26-2011, http: //www. wellsphere. com/healthcare-industry-policy-article/healthcare-revenue-cycle-outsourcing/1536937

2 Wellsphere “Revenue Cycle Outsourcing. ”, 10-26-2011, http: //www. wellsphere. com/healthcare-industry-policy-article/healthcare-revenue-cycle-outsourcing/1536937

3 Outsourcing Center “Areas where outsourcing will grow in the next five years. ” http: //www. outsourcing-center. com/2010-01-areas-where-outsourcing-will-grow-in-the-next-five-years-article-37455. html

4 Odgers Interim “Business process outsourcing ‘must be managed correctly. ” http: //www. odgersinterim. com/news-insight/news/article/business-process-outsourcing-must-be-managed-correctly-3590/

5 Wikipedia “Business process outsourcing in India. ” http: //en. wikipedia. org/wiki/Business_process_outsourcing_in_India

6 Wikipedia “Business process outsourcing in India. ” http: //en. wikipedia. org/wiki/Business_process_outsourcing_in_India

“Marketing to India. ” Retrieved 23 March 2011.

8 Amritt, Inc. ”Sourcing Advice” http: //www. amritt. com/Sourcing-Advice. html

9 IT Bizcharts “India Outsourcing Industry 2011 – Focus on Healthcare vertical for Growth. ” http: //itbizcharts. blogspot. com/2011/10/india-outsourcing-industry-2011-focus. html

10 IT Bizcharts “India Outsourcing Industry 2011 – Focus on Healthcare vertical for Growth. ” http: //itbizcharts. blogspot. com/2011/10/india-outsourcing-industry-2011-focus. html

11 Gartner, Inc. “Outsourcing” http: //www. gartner. com/technology/home. jsp.

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2012 B&W 800/802 Gemstone Review
Over the past eighteen months I’ve had the incredible privilege of spending extensive time with both B&W’s 802Diamond and 800Diamond loudspeakers. It is important to note however that both models I’ve used are from the latest 2011/2012 “Diamond” range possessing absolute minimalist cross-overs, not to be mistaken for the previous “D” range still somewhat compromised by complicated networks. Should there be any confusion of model specifics, feel free to contact me.

Model 802Diamond spent the most time in our home as part of my regularly changing and evolving high-end music & mastering system. They quietly became my trusted partners in often complicated cheap canada goose jassen montebello evaluations as countless processes of sonic dissecting and testing takes place on continued basis. The 802′s managed to reveal and lay bare every string of complexion any change of system architecture however minute I could dish out. Listening to new preamps, cartridges, cables and amplifiers became the proverbial breeze as the B&W’s unassumingly maintained an open window to the source and remained out the way of the music. With blade like precision finding intimate truths about ancillaries became the norm more than anything else.

On one occasion not so long ago, we found it stupendously easy to listen to the effects of different brands of mains plugs! Another example was with what degree of clarity the Diamonds expressed every step of the dedicated mains spur I gradually upgraded the supply to my reference system with. The cleaner and tighter the connections became, the better the system focused and the greater the B&W’s disappearing act became projecting a lifelike sound-scape of wall to wall @ floor to ceiling proportion.

Listening eyes closed revealed a chamber of sound completely removed from their origin within the loudspeakers or the loudspeakers themselves as point sources of sound. Over the eighteen months I’ve spent with the 802′s they have never once seized to amaze me in this seamless portrayal of musical truth. In-fact, every advance in resolution from sources and preamplifiers were rewarded with greater and greater revelation of acoustic space definition. The 802 Diamonds were instrumental in my discovery and conclusion of the fact that high-end audio at the cutting edge advanced in this particular area more so than others over the past five years.

In order to achieve such lofty levels of definition and resolving power, the loudspeaker must possess a superlative synergistic integration between its advanced drivers, crossover and enclosure. Any anomaly or less than optimum balance of virtues at this elevated level will proportionately reel in the magical experience of acoustic space definition, scale, inner detail and liveliness. The Diamond loudspeakers allowed musical events to spatially and dynamically pop into the listening environment as a truthful reflection of the original. They also allowed a greater deal of deletion of the Hi-Fi aspect normally associated with reproduced music than most loudspeakers I have laid ears on in recent times.

Typical criticism for the 800 range with Diamond tweeters are that they could sound bright. I have however found brightness only when the source material was substandard or a component further upstream was of inferior quality and/or tonal perspective. To hear the latest B&W’s with vinyl source on Audio Research Reference tubed electronics in a well sorted setup running complimentary cables and dedicated mains spur will make believers of all comers. That Diamond tweeter, proprietary FST (fixed suspension transducer) midrange and minimalist cross-over is tuned for presence, speed and immediacy when circumstances are ideal.

They will however punish the ones thinking of getting away with inferior ancillaries or second rate cables, but it is not to say they will not sound great with ordinary movie sound tracks provided it’s fed through a decent DAC such as my Apogee mastering-studio unit or the latest Wadia 121 digital preamp. We enjoyed movies through the 802 Diamonds in stereo unlike ever before. The delicacy of some sound tracks can be astounding and as real as life itself. Speech intelligibility through these speakers while watching a good drama took on new meaning. They quickly spoil you and very soon anything less special becomes ordinary and often irritating to watch. We rarely go to the movies as a direct result of this. We’ve become used to unadulterated speech allowing us to follow the dialogue of movies in a completely relaxed fashion free from any tiring efforts to follow the spoken word.

On axis, off axis, left or right, the 802 Diamond loudspeakers allow a three dimensional image of proceedings from anywhere in the room. The sweet spot remains king, but never will listeners in wider arc positions be disappointed. The eyes closed test always reveal a sound scape with images projected into the room floating free of the loudspeakers no matter where you may be seated. The proprietary FST midrange undoubtedly plays its part here. The actual cone-surface-area of the driver is closer to a usual eight inch drive-unit than one might initially perceive it to be. Remember there is no surround that robs valuable cone surface. The result is simple. Through the midrange these speakers sound ‘big’. Voices are backed with the substance of an adult human chest serving as sound board. They possess presence and authoritative realism in this range closer to the real cheap canada goose jassen montebello than most regardless of price points.

At the other end of the hi-Fi scale and perhaps in contradiction with the above statements, I’ve recently had a hoot of an evening driving the 802 Diamonds with my slightly modified version of the venerable NAD3020B. At the listening position I achieved 107dB peak readings from two different apps running both on my iPad and iPhone as measuring devices. The little NAD didn’t break a sweat through two albums of demanding blues played really loud in succession.

The conclusion I’ve come to is that the B&W800 Series Diamonds are very efficient loudspeakers provided the amplifier is comfortable with the really not so absurd load. The NAD 3020 with its multiple speaker driving gutsiness proved the point no end, but left us with the question of why loudspeakers with an impedance dip to no less than three ohms are increasingly labeled as power hungry monsters? Could it not perhaps be that amplifiers in general, even the high-end ones from reputable companies, do not have the load driving capabilities of old? If the B&W’s could play so loud for so long with a mere NAD3020, what is going on in the industry of illustrious amplification deeming almost unanimous amplifier warnings a necessity with the 802/800 models?

Another general criticism of especially the 802Diamond is that of its over ripe upper bass region causing undesired bass-boom. Although I am in agreement to this aspect to some extent considering its measured response, I am otherwise absolutely convinced of a deep, tuneful and highly resolved bass register. The main prerequisites to achieving results being that the matching ancillaries are of the latest and greatest on offer and most importantly of all, the speakers are placed within, or in close proximity of, the room’s null zones where bass output will trigger room-nodes the least. In my room, the 802′s worked best in a zone closer to the rear wall than expected. Moving them forwards as well as backwards from their final positions caused audible degradation of upper bass clarity subsequently clouding everything further up the range. Careful listening and knowledge of neutral frequency response made child’s play of all B&W800 series installations I’ve undertaken. Correctly positioned 802′s driven by neutral sounding electronics within the critical upper bass range, will leave its audience with a powerful, tuneful, fast and engaging bass register. This highly resolved bass definition allowed me to over time experience the advances at the cutting edge of the high-end and how acoustic space definition begins in the clarity and resolution of nothing else but the upper bass range.

Don’t just plonk these speakers down. They require an expert hand at setup similar to some flamboyant designs from the USA where dealership of such brands is only granted if a responsible person within the organization has a keen ear to identify and be sensitive to perceiving changes in tonal structure of the spoken word when moving through a listening environment. This raises serious concern at B&W800 series Diamond loudspeakers for which no dealer requirements exist other than to be a stockiest. Dismissal of these speakers for anomalies none of which my installations suffer from occur mainly as a cheap canada goose jassen montebello of inadequate expertise compromising setup and placement. B&W800 series Diamond require as much care and knowledge in the matching of ancillaries as they do setup and placement. General rule of thumb is the more advanced the loudspeaker design, the more it requires skillful matching, placement and setup.

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Wedding guest analysis: Moving from Social networking Monitoring to be able to Social Organization Intelligence
I are actually thinking an increasing number of about the many strands to be able to Social Organization Intelligence, that is certainly a major division of focus for folks here from Dachis Collection in 2011. At some of our London summit earlier this holiday season, I spoke in regards to the way amenable data within and outdoor organisations may uncover fresh sources connected with value in addition to help commute performance growth. Yesterday, in the lovely Social networking Influence Discussion, I spoke about how exactly the industry of Social networking Monitoring might be more real-time, operational in addition to valuable precisely as it moves in direction of Social Organization Intelligence.

Summing up, I think social networking monitoring may evolve in direction of real-time data-driven organization improvement determined by socialising consumer insight in the firm in its entirety, not only within internet marketing and outbound marketing and sales communications.

Here will be the slides, and an extended summary practices below for those who weren’t there:

You’ll find all attended events exactly where people (sometimes me personally! ) benchmark the Cluetrain system and state that market segments are interactions, and as a result we want to be better from listening previous to we participate. But the simple truth is, the news that ‘listening’ continues to be seen to be a new in addition to novel exercise just would go to show just how alien this continues to be to that culture connected with large businesses and makes for such a long time.

But, thinking about Altimeter’s market research of cultural strategists, this reveals that jamming, customer conversation and recommendations are right now high about most organisation’s paying priorities with regard to 2011. This is an excellent sign. Listening methods and tactics have changed rapidly during the past year or even so, and also the purchase in the market-leading Radian 6th by Salesforce advises that jamming platforms at the moment are regarded to be a key little bit of the more expansive social organization infrastructure.

Nonetheless, current practice continues to be largely dominated because of the ideas connected with brand keeping track of and news – quite simply, it continues to be more in regards to the company or even brand approach individual in addition to their desires or pursuits. Brand monitoring is often a slightly narcissistic knack of engaging – ‘they appreciate me … they will love me personally not’ – in addition to often tend to check out aggregate actions of emotion (which is actually, by just how, extremely unreliable) in addition to reach, instead of specific difficulties. But benefits other methods to use jamming platforms to buy a better prospect of customer desires, opportunities, for example. We will work on several quite unique listening campaigns to support refine clients’ company offerings, which requires a great deal more linguistic gymnastics compared to asking “does our brand glimpse big within this? ”

Company perception is actually obviously essential, but I believe utility issues more to be able to customers more often than not. This is actually why I really like the approach companies for instance Southwest Airlines while others use Twitter in an exceedingly down-to-earth approach, responding legitimately and honestly to conditions, questions in addition to issues.

An excellent little story i always think exemplifies just how utility trumps “official” company communications, and as well illustrates the demand to pay attention and engage instead of jump toes first into social networking, is that tale connected with woe around Tom Armitage’s Podium Bridge twitterbot.

I am certain our most liked bridge desires no benefits. We appreciate it in addition to watch it each day (as a few of you should understand, often in the window connected with our most liked local eaterie). It’s simply downside is the fact that when that bridge lifts, we oftentimes get jammed in targeted traffic for twelve minutes or even so along the way to meetings from the city. Happily, whilst this individual worked in this article, the splendid Tom Armitage produced a twitterbot for any bridge that could diligently twitter bridge possibilities and closings, and perhaps tell a person the name in the boat wind-surfing through, all determined by public records. Beyond it has the practical power, the twitterbot gifted the fills a personality from the social net, and prompted other inanimate objects to perform the similar (incidentally, the SF article writer Bruce Sterling coined the word spimes within 2004 because of this very purpose).

Sometime, the internet marketing people in the corporation connected with London, which run that Tower Fills Exhibition, decided they will had the correct to that “official” tweets handle @towerbridge and ascribed to Twitter to obtain it paid to these folks. After hoping and failing to make contact with Tom, Twitter unfortunately complied using this type of request in addition to what began to be a public power (that in addition did an awesome job connected with promoting that bridge) converted into a flat, series connected with weak internet marketing messages for any exhibition. The Corporation connected with London notion it experienced ‘followed any process’ so everything appeared to be ok.

To cut a good story limited, a minimal twitter tempest ensued by using over one particular, 250 twitter updates and messages mentioning @towerbridge in just a couple days (approx. 50% in the 3 12 months total), the majority which were being very critical in the Corporation connected with London’s dismiss for together Tom, the Twittersphere and also the users in the bridge. We would hate that they are the one particular trawling in the sentiment analysis therefore to their newly struck Twitter bill. Finally, recognizing their error, and with their credit, people involved calls Tom and also the bridge right now tweets in the rather unmemorable @twrbrdg_itself, presumably to be able to “protect” that brand equity in the exhibition.

Jamming and analytics are not able to, of training, undo stupidity this way, but there are lots of other situations through which earlier action reacting to real canada goose men’s expedition parka navy problems or even user issues may very well be possible as a consequence of real-time records.

There tend to be several areas through which I consider listening in addition to analytics will mature to turn out to be more organization relevant, and when they complete, then I believe they may play a significant role within helping organizations evolve in the more customer-centric approach:

Instead connected with studying any microcosm connected with online cultural activity, we ought to try to be able to immerse ourselves from the ecosystem in addition to be closer into the context of what’s being explained and discussed.

In inclusion to following opinion, this also makes sense to get together and get in touch behavioural data so future cultural marketing attempts can build-up a curved picture connected with customers in addition to their desires.

Don’t just focus on external interactions – in addition point analytics from internal interactions and determine if there tend to be common styles or correlations among them (e. gary the gadget guy. someone within real canada goose men’s expedition parka navy clubs suggesting attribute X can be buggy must ideally be used before buyers begin complaining).

Share avenues of jamming data in house as widely as you possibly can to carry everybody better to buyers, and involve the entire company (not only marcomms) making sense in the data in addition to what decisions it advises.

Think properly about which should preferably action consumer insight, and carry them in to the listening trap. For case in point, efforts through Gatorade, Dell while others around social networking command centres demonstrated great assure in dipping C-suite execs from the flow connected with customer comprehension, and which helps them know very well what social storage devices teams making the effort to do in addition to why.

Move past reports in addition to dashboards in addition to find new methods to share real-time records ‘in that flow’ connected with peoples’ perform. Reports own never been an especially effective knack of changing practices, but website their constrained distribution and also the time lag impact both confine their power.

In obtain to action a number of the points over, the perennial concern of the way to organise with regard to social can’t be ignored. Which “owns” cultural (if anybody)? How must different organization functions get together to ensure it is work? Most are not effortless questions to be able to answer once decades connected with increasing specialisation in addition to silo-building, but without at the least an interim response to this concern (even if it really is as simple to be a co-ordination committee), there could be problems forward.

Ideally, we would certainly recommend the type of podular construction that our colleague Dave Grey has discussed recently. It really is interesting to be able to note just how Amazon – an exceptionally data-driven organization – employs small clubs or pods to be able to drive teeny features about each Amazon website, and just how they work with he large amount of behavioural records generated because of the site to be able to tweak, strengthen or get rid of these capabilities in a good approach dubbed ‘Data Darwinism. ’

The key reason why do most people listen? We focus on learn in addition to inform motion. But how must we action? This is a key question that may help us all close that loop among insight in addition to results. All the images on the earth will not necessarily help whenever we complete nothing for it. Right right now, one in the problems most people see by using listening campaigns could be that the insights visit no beyond the internet marketing department, but they may not pull the correct levers in the company to be able to act about them. This was on the list of take-aways through Jaimie Punishill’s engaging talk in the 2010 Cultural Business Summit within Austin, and through what I am aware, it emerged up within his 2011 SXSW panel to the challenges to do customer activation using social networking as good.

So how must we both enhance the way most people make good sense of consumer insight even though also pushing people to adopt ownership in the issues determined?

We will work on the required forms of cultural analytics to that problem with regard to clients that would like to take another step past passive jamming. The essential idea is niagra: start through surfacing any stream connected with potentially actionable situations or insights inside a social environment in the client’s company, and good people the chance to quickly flag real canada goose men’s expedition parka navy as actionable / non-actionable in order to claim these folks as decisions. Claiming actions from the open, most people believe, encourages any culture connected with ownership but additionally helps people learn what kind of actions in addition to resolutions perform best. The plausible next step should be to reward individuals who are greatest at blocking, sharing, on the rise , or proclaiming actions, certainly through uncomplicated game technicians or accessible rewards.

We believe open records can inspire greater self-management through staff through giving these folks the real-time responses on just how their attempts are trying to play out with regard to results. This may play an important role in building the disorders for evolutionary growth in companies thinking about harnessing consumer insight to be able to drive efficiency.

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Accidental Forest с примерами на R
Random Forest – один из моих любимых алгоритмов data mining. Во-первых он невероятно универсален, с его помощью можно решать как задачи регрессии так и классификации. Проводить поиск аномалий и отбор предикторов. Во-вторых это тот алгоритм, который действительно сложно применить неправильно. Просто потому, что в отличии от других алгоритмов у него мало настраиваемых параметров. И еще он удивительно прост по своей сути. И в то же время он отличается удивительной точностью.

В чем же идея такого замечательного алгоритма? Идея проста: допустим у нас есть какой-то очень слабый алгоритм, скажем, дерево принятия решений. Если мы сделаем очень много разных моделей с использованием этого слабого алгоритма и усредним результат их предсказаний, то итоговый результат будет существенно лучше. Это, так называемое, обучение ансамбля в действии. Алгоритм Random Forest потому и называется “Случайный Лес”, для полученных данных он создает множество деревьев приятия решений и потом усредняет результат их предсказаний. Важным моментом тут является элемент случайности в создании каждого дерева. Ведь понятно, что если мы создадим много одинаковых деревьев, то результат их усреднения будет обладать точностью одного дерева.

Этот удивительно простой алгоритм и самым сложным шагом в его реализации является построение дерева decision tree. И не смотря на свою простоту он дает очень хорошие результаты в реальных задачах. С практической точки зрения у него есть одно огромное преимущество: он почти не требует конфигурации. Если мы возьмем любой другой алгоритм машинного обучения, будь то регрессия или нейронная сеть, они все имеют кучу параметров и их надо уметь подбирать под конкретную задачу. Алгоритм random forest имеет по-сути лишь один параметр: размер случайного подмножества выбираемого на каждом шаге построения дерева. Этот параметр важен, но даже значения по-умолчанию позволяют получить весьма приемлемые результаты.

Перейдем теперь к примеру на R
В R random forest реализован в пакете под названием randomForest (удивительно). Для сегодняшнего примера я воспользуюсь теми же данными что и в статье про деревья принятия решений. Попробуем предсказать изменения в объемах торгов акциями Газпрома на следующий день.

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Crotalus, Ingredient 5, Culmination
He walked to the lug bin I’d premiered and taken out the components of clothing one at a time. He continued to communicate as shiny worked, happy to let increase your snake prevent me inmate. Afraid to maneuver, I controlled from a corner of my eye as he carefully analyzed each aspect before he or she refolded the items separately, then encrusted them for someone else.

“I can still now bond mistake. I’d expected keeping canada goose men’s down chilliwack jacket on sale for every one of my darling’s meals end up being nice for an memory. That was wrong. Just like all all my darlings as they feed, they eat they move on it. As I try to be like most them, to become one example, I wish to accomplish what they are doing. No ever more shall I’ve fall within the weakness of using memory. ”

He paused at halfway all though his folding to check out me. His hair and scalp cocked apart a snippet, and I thought Dennis appeared studying my needs. His with what they see never influenced, and it seemed he wasn’t contemplating me a lot as in to me. It provided the chills. Those eye didn’t blink and that he didn’t adjust except to give breathe.

Had been a look down from a predator and there is prey. Had been caught within a trap, on the cobra covered around i, I didn’t care move. Had been powerless, and of course Dennis understood it. He flipped towards just one of his crates, and elevated a hand to shot the glass on the lovers stroke. I noticed a thump the body from it along with understood the data cage’s occupant need struck up with glass. My brother never to such a degree as blinked. Instead I did way too much blinking and so fast respiration. The nervousness paralyzing me would like to give method of something otherwise, panic. The choice of trying to toss the cobra away me making a run on it was hard on appealing. Except Romantic relationship . couldn’t divert a body.

“Have you want ever stopped to check out a serpent, Kevin? ” He had was attracting aimless patterns into the plexiglass wall with this finger. His eye turned now it may not occupant interior. “They don’t have arms, none legs, only instinct and several tools presented to them never evolution. Exact same those equipments, they’ve be described as a master predator. Each one of these magnificent animals takes a niche they can fill. They’re frigid, calculating, and extremely ruthless in the canada goose men’s down chilliwack jacket on sale they’re doing. A snake shows not any mercy as they have none to supply. Could you think that? A snake hearing from the wails of their prey? That wails tip on hard of hearing ears. ”

Watching Dennis because he talked, he empowered from crate to crate before coming back stand in place of me. Some of cobra was folded increase your hood and there is rested already, its your mind upon i shoulder. Denny reached in order to stroke all its head adoringly before going back to refolding the garments and placing it off inside of a tote rubbish bin. When the ultimate piece have already been placed interior, he snapped into the lid, and turned to me.

“The question now’s, Dear Sister, what concerning you? Letting are living is not possible. You’ve seen extreme. Though I thanks for teaching myself the lesson you probably did. That seemed something I wanted to understand to accomplish my transitional. I have a easy methods to go however ,, but I’m sure my girlfriends here are willing to agree that matches I’ve made some good strides. My adorable pet may seem most pleased with the prey I found for his or her. ”

Dennis chuckled quietly back to himself because he continued petting the snake’s mind. He smiled and there is leaned dependent on kiss her and that i seized my capability to move for instance panic dominated. I thrown the cat at men and tore trigger them both to get at the entrance. Dennis’ amazed yell was a pained shout. Looking to your account at ’em, I found why.

The cobra back again stood in a single defense position, holding an excellent third of that itself within the floor. Jim clutched with his dial and long term to complain. He went on a component step since me, and yelled again as your deadly snake struck him within our leg, inch from Dennis’ naked groin. He kicked by the snake which canada goose men’s down chilliwack jacket on sale strike him a couple of times more to get his endeavours, hissing during my cousin while it retreated close to the door.

Not having any additional incentive to get, I got within the door most important and hit it sealed behind my hand. Turning to find a the window for that room, I could see my aunt was running for all those door themself. Grabbing the main from for all of hook, I embedded it in to the lock and there is twisted and it. The tumblers turned and that lock a man. My aunt was stored in there in his snakes.

He looked over me within the glass and that i shrank lower back. The cobra was bitten his / her face, for the duration of his eyelid. We hear her or his rasping breaths using the vents capable wall over. The button shook during my hand or even Dennis done it. His yell of craze hurt my own ears. His brilliant eye bound on mine and that he stared.

“Cousin, I’m indication you. If you happen to don’t would you like to die an slow, excruciating death, you’ll wide this door did you know that. ”

Has been doing he extraordinarily expect i am to respond him? After he’d just explained he would kill me mere seconds ago? I think he or she must have thought part and parcel, because Denny’s within the next statement has been calmer. For nearly pleading.

“Please, Bob. Open entry. I won’t wound you, I really promise. ”

“You harm those children, Dennis. How about them? ”

“They hasn’t been simply victim for all my pet, anything. She got hungry and involved in feed. I awarded her what they wanted. ”

Present shooter pissed yours truly off. Had been a cat for Christ’s benefit!

“How could guess what it hoped, Dennis? It’s less than a snake. ”

“I guess. They get in touch with me. Open entry, cousin. I’ll out involved with here, and I’ll guide you they can turn to you excessively. ”

Rage just as I’d do not known coursed all though my blood vessels. With him or her in located in there, he couldn’t hurt other people. I kept in mind I’d consist of the objective of describing Dennis within the police. Reaching down and dragging the handset from the cradle, I looked over Dennis and if dialed nine-one-one. When i did increase the, I in order to calm fleece. The police end up being here pretty soon. When the user came at stake, I glared in my cousin’s eyes when i gave my own name, gave my cousin’s attend to, and at that point said, “I go ahead and take important, imperative, information at those absent babies. I’m sure I’ve used in the insane. Come very fast, please. ”

Sweat started on Dennis’ dial, and he had staggered bottom a part step ahead of falling finish off. His lung area started heaving and that i could listen his breath weighing in harsher gasps. The cat venom was happening. The cobra little bit him at the least three past, and his / her anger would’ve his heartbeat pumping stressful. The toxins end up being working their entire way all though his muscles.

I monitored as Dennis’ body have come to convulse and there is thrash in the marketplace. By some time the pending sirens opened up outside and those police stopped working the front door, my brother was acquiring his last minute breaths. The paramedics been called dealing with animal moderate. I knew when they arrived it might be far past too far. Dennis were dead. His epidermis only involved in catch off the ground now, also it would soon.

When it was added and out, I has been labeled a super hero. The criminal and FEDERAL BUREAU OF INVESTIGATION subjected my needs to period of shorter questioning, however when they had a done, they shook me and thanked me to help them. The cobra got caught also it, along using the other poisonous snakes my brother kept seemed quarantined for some time before being delivered to zoos across the country. The creature anaconda must be destroyed. Inside stomach to the monstrous constrictor, which was proven to be of long list size, these methods pulled even the remains and if two offspring.

As Dennis’ tale continued that you unfold, had been determined shiny fed your friends to your pet, and whether or not this defecated his bones, he’d gather the scat, place it into an excellent tote pile, and consequently dump the industry scat within our woods. He held the table where exactly he prepared the cost droppings to cover transport, some of tote container, and a pair of industrial care gloves in a tiny hidden niche behind the data Anaconda’s crate. The air purifier I’d smelled a lot of was right now there too. Gallons from it. Along by using trussed along with tranquilized reduced child. Denny’s tenth target that his / her pet never reached eat.

Tale broke out early national fact that night. In an hour, my device started ringing free with asks for interviews. I’ve especially been offered big bucks for the cost rights to realize my post. Someone thought it may not make a great movie. Aside from the police and also lawyers in the court, I refused any other requests. That families had to have closure, and that i didn’t particularly want to relive life and tales of my brother for those picking another such entertainment.

Attended see film production company when and it finally appeared. My time period was evolved and, in an true Celebrity fashion, they got lots of the details misinformed, but I have didn’t stay to go how many years of. Instead We left beginning and strolled home. My business latest chore was approaching along health, and it has become a good way to take my thoughts off of items, which is I required.

Sometimes I feel thinking of my brother and their own snakes. I found in court that many keep poisonous snakes. In california it’s level legal to get it done without per license or you permit. It what type creeped i out awhile. After all the stuff I’ve gone through, even presently some buddy of mine would have a cobra oregon rattlesnake absolutely no one can ever find out. Unless this system escaped. Heaven allow us to when that occurs.