The Antipatent: a Proposal for Startup Immunity Amy L
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Nicolae Duta Natural Language Understanding and Prediction
Natural Language Understanding and Prediction Technologies Nicolae Duta Cloud ML @ Microsoft 1 IJCAI 2015 Tutorial Outline • Voice and language technologies: history, examples and technological challenges • Short intro to ASR: modeling, architecture, analytics • Language prediction (aka modeling) • Natural Language Understanding • Supervised learning approaches: training & annotation issues • Semi-supervised learning approaches • Parsers & hybrid models, multilingual models • Client-server architectures, dialog & semantic equations • Human interaction with voice & language technologies • Semantic web-search • Disclosure 2 IJCAI 2015 Tutorial Deployed language technologies Most applications that translate some signal into text employ a Bayesian approach: arg max P(sentence | signal) sentence arg max P(signal | sentence ) P(sentence ) sentence Applications • Speech recognition • Optical character recognition • Handwriting recognition • Machine translation • Spelling correction • Word/sentence auto completion 3 IJCAI 2015 Tutorial Technologies based on voice input • Technologies that use spoken input for requesting information, web navigation or command execution – DA systems: Nuance (bNuance+PhoneticSystems), BBN/Nortel, TellMe/Microsoft, Jingle, Google, AT&T, IBM (mid 1990s) – Dictation/speech to text systems: Dragon (mid1990s) – TV close captioning BBN/NHK (early 2000s) – Automated attendant & Call routing: AT&T, BBN, Nuance, IBM (early 2000s) – Form-filling directed dialog (flight reservations) (early 2000s) – Personal assistants/Full -
Phillips, Michael Poster
creation of industries Michael Phillips • CEO, Sense • Founder, Vlingo • Co-founder, SpeechWorks BIO: Mike Phillips is the CEO of Sense, a Cambridge-based company developing intelligent devices and applications for the home. Mike previously founded SpeechWorks in 1994, which applied emerging speech recognition technology to the call center industry and had an IPO in August 2000. In 2006, Mike founded Vlingo which developed the first voice-based virtual assistant applications for mobile phones. Vlingo had both a successful consumer facing application, and also powered virtual assistants for hundreds of millions of phones, including worldwide support for the Samsung Galaxy S phones. Vlingo was acquired in 2012 and Mike and others from Vlingo formed Sense in 2013. Mike got his start as an electrical engineer undergrad at CMU before moving on to research roles in the early days of speech recognition at CMU and MIT. ABSTRACT: From Impossible Research Projects to Creation of Industries In 1980, I was an undergrad at CMU and wandered into a professors office looking for a research project. That led to me joining a small group of people working on what seemed like an impossible problem: making computers which could understand human speech. In fact, it turns out it was an impossible problem at the time, but a lot has changed since then! A number of members of that small team have been instrumental in creating an industry around machine learning and conversation systems. Most of the successful speech recognition companies have been based on core teams with direct or indirect ties to CMU. I’ll discuss my path to starting multiple companies in the speech and natural language processing world and also how the core of what we built is now being used across multiple industries. -
Venture Capital Communities 1
Venture Capital Communities 1 Amit Bubna Indian School of Business Gachibowli, Hyderabad, India 500 032 Sanjiv R. Das Leavey School of Business Santa Clara University, CA 95053 Nagpurnanand Prabhala Robert H. Smith School of Business University of Maryland, College Park, MD 20742 February 27, 2014 1Comments welcome. We thank Alexandre Baptista, David Feldman, Jiekun Huang, Ozgur Ince, Vladimir Ivanov, Pete Kyle, Josh Lerner, Laura Lindsey, Robert Marquez, Vojislav Maksi- movic, Manju Puri, Krishna Ramaswamy, Rajdeep Singh, Richard Smith, Anjan Thakor, Susan Woodward, Bernard Yeung, and participants at the CAF, FIRS, Midwest Finance Association, World Private Equity and TAPMI conferences, and seminar participants at Blackrock, Florida, George Washington University, Georgia State, Georgia Tech, ISB, Kellogg, Maryland, NUS, the R User Group, Rutgers, UNSW, and Villanova for helpful comments. The authors may be reached at their respective email addresses: amit [email protected], [email protected], and [email protected]. Abstract Venture Capital Communities While it is well-known that syndication is extensively used in venture capital (VC) financing, less is known about the composition of VC syndicates. We present new evidence on this issue. While VC firms have a large pool of syndicate partners to choose from, they tend to draw from smaller groups of partners that we call VC \communities." We implement new techniques to uncover these groups and use them to understand preferences driving syndicate partner selection. We find a complex pattern in which preferences for dissimilar partners to extend influence coexist with preferences for similarity in terms of functional style on dimensions of industry, stage, and geographic specialization. -
Buyouts' List of Candidates to Come Back to Market In
32 | BUYOUTS | December 3, 2018 www.buyoutsnews.com COVER STORY Buyouts’ list of candidates to come back to market in 2019 Firm Recent Fund Strategy Vintage Target ($ Amount Raised Year Mln) ($ Mln) Advent International Advent International GPE VII, L.P. Large Buyout 2012 $12,000.00 $13,000.00 Advent International Advent Latin American Private Equity Fund VI, L.P. Mid Buyout 2015 $2,100.00 $2,100.00 American Industrial Partners American Industrial Partners Capital Fund VI LP US MM Buyout 2015 N/A $1,800.00 Apollo Global Management Apollo Investment Fund IX Mega Buyout 2017 $23,500.00 $24,700.00 Aquiline Capital Partners Aquiline Financial Services Fund III Mid Buyout 2015 $1,000.00 $1,100.00 Arlington Capital Partners Arlington Capital Partners IV LP Mid Buyout 2016 $575.00 $700.00 Black Diamond Capital Management BDCM Opportunity Fund IV Turnarounds 2015 $1,500.00 $1,500.00 Blackstone Group Blackstone Real Estate Partners VIII LP Global Real Estate Opp 2015 $4,518.11 $4,518.11 Bunker Hill Capital Bunker Hill Capital II Lower mid market buyout 2011 $250.00 $200.00 CCMP Capital CCMP Capital Investors III, L.P. Buyout/Growth Equity 2014 N/A $1,695.65 Centerbridge Partners Centerbridge Capital Partners III Global Dist Debt Control 2014 $5,750.00 N/A Centerbridge Partners Centerbridge Special Credit Partners III Hedge Fund 2016 $1,500.00 N/A Charlesbank Capital Partners Charlesbank Equity Fund IX, L.P. Mid Buyout 2017 $2,750.00 $2,750.00 Craton Equity Partners Craton Equity Investors II, L.P. -
Siri App for Android Phone
Siri app for android phone Continue If you watched last week's iPhone 4S ad from your Android phone and went a little green with envy when Siri, iOS's new voice-recognition personal assistant, was announced and demoted on stage, shake up. You have a lot of great voice recognition apps to choose from on Android that can help you keep up with friends, search the weather, find local businesses, and more. Here's a look at your options. If you haven't looked into voice recognition apps on Android before, you may be wondering how many apps get the job done. None of the apps currently available for Android are as well integrated with OS as Siri with iOS (sorry), but some are closer than others, and you can bet that they will all be updated and improved now that Siri is available for iOS. Best of all, they're all free. The one you already have: Google Voice ActionsIf you have an Android phone, you already have Google Voice Actions for Android installed. When everyone got their first look at Siri on the iPhone 4S, most people jumped at the assumption that Siri was just the voice of action for iOS. It's not - Siri does more than Voie Actions, but Voice Actions is the closest that Android users have to a voice assistant. Pros: Voice action can control a large swath of Android features. You can post phone calls, listen to music by the name of a track, artist, or album, send SMS or emails, get driving and step-by-step navigation, search the web, and more. -
Idea Lab Session: Smartphone Tips & Tools for Success
Idea Lab Session: SmartPhone Tips & Tools for Success Thursday, February 28, 2013, 8:30 and 11:10 a.m. Randall Dean, MBA Author and Trainer Randall Dean Consulting and Training, LLC East Lansing, Mich. Randall Dean, the "totally obsessed" time management/PDA guy and email sanity expert and author of the recent Amazon email bestseller, “Taming the E-mail Beast: 45 Key Strategies for Managing Your E-mail Overload,” is a preferred source for speaking and training programs on advanced time management-using technology, managing the mess of email and information overload, and related topics including managing great meetings and ending office clutter. Randy has more than 20 years of experience using and teaching advanced principles of time management, project management, and personal organization. His popular keynote/breakout programs, "Finding an Extra Hour Every Day" and "Taming the E-mail Beast: Managing the Mess of E-mail and Info Overload" are great sessions for conference and association meetings. These programs combine humor with extraordinarily relevant and useful content and provide strategy- rich information on finding and saving time and taming the email beast at home and work. Session Description: Get organized and maximize your efficiency by learning amazing smartphone tips and tools during this interactive session. Top Three Session Ideas Tools or tips you learned from this session and can apply back at the office. 1. ______________________________________________________________________ 2. _______________________________________________________________________ -
Giovanni Russo
Giovanni Russo Partner Munich | Skygarden, Erika-Mann-Straße 5, Munich, Germany 80636 T +49 89 21 21 63 16 | F +49 89 21 21 63 33 [email protected] Services Corporate > Mergers and Acquisitions > Private Equity > Telecommunications, Media and Technology > Corporate Governance > Privacy & Cybersecurity > Giovanni Russo focuses his practice in corporate law, advising institutional investors, corporates and management teams on all kinds of private equity, venture capital and M&A transactions, both domestic and cross-border. His practice covers both the buy-side and sell-side of acquisitions as well as co-investments. His recent in-depth experience include advising on high-profile, complex corporate matters in the Internet, digital media, e-commerce and mobile applications industries. Giovanni Russo was repeatedly recommended by The Legal 500 Deutschland and EMEA for the areas of corporate/M&A as well as private equity and venture capital, where sources are quoted saying "the 'excellent' Giovanni Russo has an 'outstanding knowledge of transaction structures and related legal intricacies' and is a 'brilliant guide throughout contract negotiations'", describing him as "'very responsive to the needs and requirements of the client' and 'able to solve very complex and difficult tasks in the best interests of the client'”. He is also recognized as one of the “Best Lawyers in Germany 2022” by German nationwide daily Handelsblatt for corporate as well as in IFLR1000's rankings for M&A in Germany. EXPERIENCE &ever GmbH on its €130 million sale to Kalera AS, forming a global leader in vertical farming. EyeEm Group, a leading AI powered global marketplace for premium stock photography and professional photo and video productions, on the sale of 100% of its shares to New Value AG; as well as previously on various financing rounds, and a cross-border merger. -
Book-Board of Directors-November 9, 2012
UTIMCO BOARD OF DIRECTORS MEETING AGENDA November 9, 2012 UTIMCO 401 Congress Ave., Ste. 2800 Austin, Texas 78701 Time Item # Agenda Item Begin End 9:15 a.m. 9:20 a.m. 1 Call to Order/Discussion and Appropriate Action Related to Minutes of the Meeting held on October 11, 2012* 9:20 a.m. 9:25 a.m. 2 Discussion and Appropriate Action Related to Corporate Officer* 9:25 a.m. 10:10 a.m. 3 Report from Task Forces 10:10 a.m. 11:00 a.m. 4 Private Markets Update 11:00 a.m. 12:00 p.m. Recess for Briefing Session pursuant to Texas Education Code Section 66.08 (h)(2) related to Investments 12:00 p.m. 12:30 p.m. Lunch 12:30 p.m. 1:15 p.m. 5 Optimal Illiquidity Discussion 1:15 p.m. 1:30 p.m. 6 Report and Discussion and Appropriate Action Related to Items from Audit and Ethics Committee* 1:30 p.m. 1:40 p.m. 7 Report from Risk Committee 1:40 p.m. 1:50 p.m. 8 Report and Discussion and Appropriate Action Related to Items from Policy Committee*,** 1:50 p.m. 2:30 p.m. 9 Executive Session: Pursuant to Section 551.074, Texas Government Code, the Board of Directors will convene in Executive Session to Consider Individual Personnel Compensation Matters including Report of Compensation Committee Regarding Performance Incentive Awards for UTIMCO Compensation Program Participants for the Performance Period ended June 30, 2012. Reconvene into Open Session Report from Compensation Committee - Discussion and Appropriate Action Related to Designation of Employees in Eligible Positions as Participants in the UTIMCO Compensation Program for the 2012/2013 Performance Period* - Discussion and Appropriate Action Related to Performance Incentive Awards for UTIMCO Compensation Program Participants for the Performance Period ended June 30, 2012* 2:30 p.m. -
NVCA 2021 YEARBOOK Data Provided by Dear Readers
YEARBOOK Data provided by Credits & Contact National Venture Capital Association NVCA Board of Directors 2020-2021 (NVCA) EXECUTIVE COMMITTEE Washington, DC | San Francisco, CA nvca.org | [email protected] | 202-864-5920 BARRY EGGERS Lightspeed Venture Partners, Venture Forward Chair Washington, DC | San Francisco, CA MICHAEL BROWN Battery Ventures, Chair-Elect ventureforward.org | [email protected] JILL JARRETT Benchmark, Treasurer ANDY SCHWAB 5AM Ventures, Secretary BOBBY FRANKLIN President and CEO PATRICIA NAKACHE Trinity Ventures, At-Large JEFF FARRAH General Counsel EMILY MELTON Threshold Ventures, At-Large JUSTIN FIELD Senior Vice President of Government MOHAMAD MAKHZOUMI NEA, At-Large Affairs MARYAM HAQUE Executive Director, Venture AT-LARGE Forward MICHAEL CHOW Research Director, NVCA and PETER CHUNG Summit Partner Venture Forward DIANE DAYCH Granite Growth Health Partners STEPHANIE VOLK Vice President of Development BYRON DEETER Bessemer Venture Partners RHIANON ANDERSON Programs Director, Venture SCOTT DORSEY High Alpha Forward RYAN DRANT Questa Capital CHARLOTTE SAVERCOOL Senior Director of PATRICK ENRIGHT Longitude Capital Government Affairs STEVE FREDRICK Grotech Ventures MICHELE SOLOMON Director of Administration CHRIS GIRGENTI Pritzker Group Venture Capital DEVIN MILLER Manager of Communications and JOE HOROWITZ Icon Ventures Digital Strategy GEORGE HOYEM In-Q-Tel JASON VITA, Director of Programming and CHARLES HUDSON Precursor Ventures Industry Relations JILL JARRETT Benchmark JONAS MURPHY Manager of Government Affairs -
Ellen Swallow Richards Pm12
THE AUTHORITY ON THE FUTURE OF TECHNOLOGY September/October 2007 The iPhone, www.technologyreview.com Cracked Open p30 Can a Pill Extend Life? p78 MIT NEWS Ellen Swallow Richards pM12 Contents Volume 110, Number 5 Features 47 The TR35 Technology Review presents its seventh class of outstanding innovators under the age of 35. These driven, creative people will alter the state of medicine, computing, communications, and energy. Their work represents the future of technology. 78 The Enthusiast A controversial biologist at Harvard claims he can extend life span and treat diseases of aging. He just may be right. By David Ewing Duncan 84 Essay: Letter to a Young Scientist In this excerpt from his newly released memoir, the famous biologist tells By James Watson Cover illustration by Oliver Hibert of his role in determining the structure of DNA. 7 Contributors Hack Reviews Letters 8 30 The iPhone 98 Higher Games 10 From the Editor Apples phone sets a new standard, Its been 10 years since IBMs Deep but not with wholly unique hardware. Blue beat Garry Kasparov in chess. Forward By Daniel Turner What did the match mean? By Daniel C. Dennett 19 Mapping Censorship When it comes to Internet censorship, Q&A 100 Electric Cars 2.0 China and Iran top the list 32 Alieu Conteh Plug-in hybrids could bring gas-free 20 Shopping Search How an African entrepreneur put commutes. But will they get made? A cell-phone service guides users to cell phones in Congo By Kevin Bullis nearby bargains—sometimes By Jason Pontin 102 Patent Law Gets Saner 20 Portable Hurricane The U.S. -
Voice Typing: a New Speech Interaction Model for Dictation on Touchscreen Devices
Voice Typing: A New Speech Interaction Model for Dictation on Touchscreen Devices †‡ † † Anuj Kumar , Tim Paek , Bongshin Lee † ‡ Microsoft Research Human-Computer Interaction Institute, One Microsoft Way Carnegie Mellon University Redmond, WA 98052, USA Pittsburgh, PA 15213, USA {timpaek, bongshin}@microsoft.com [email protected] [12] and other ergonomic issues such as the “fat finger ABSTRACT problem” [10]. Automatic dictation using speech Dictation using speech recognition could potentially serve recognition could serve as a natural and efficient mode of as an efficient input method for touchscreen devices. input, offering several potential advantages. First, speech However, dictation systems today follow a mentally throughput is reported to be at least three times faster than disruptive speech interaction model: users must first typing on a hardware QWERTY keyboard [3]. Second, formulate utterances and then produce them, as they would compared to other text input methods, such as handwriting with a voice recorder. Because utterances do not get or typing, speech has the greatest flexibility in terms of transcribed until users have finished speaking, the entire screen size. Finally, as touchscreen devices proliferate output appears and users must break their train of thought to throughout the world, speech input is (thus far) widely verify and correct it. In this paper, we introduce Voice considered the only plausible modality for the 800 million Typing, a new speech interaction model where users’ or so non-literate population [26]. utterances are transcribed as they produce them to enable real-time error identification. For fast correction, users However, realizing the potential of dictation critically leverage a marking menu using touch gestures. -
Crunchbase Diversity Spotlight 2020: Funding to Black and Latinx Founders Introduction
Crunchbase Diversity Spotlight 2020: Funding to Black & Latinx Founders Crunchbase Diversity Spotlight 2020: Funding to Black and Latinx founders Introduction Historically, funding for Black and Latinx founders has paled in comparison to nonminority groups. But how much of a gap is there, and what opportunities lie ahead to level the playing field? To gain insight into the state of funding for Black and Latinx founders, we analyzed race and ethnicity data obtained through our Diversity Spotlight initiative. This report utilized data provided by our Diversity Spotlight partners, venture partners, our community network, and news sources. To date, there has been no single source for measuring progress on funding to underrepresented racial and ethnic groups. We believe that initiatives like Diversity Spotlight, our new centralized dataset of companies with founders, executives, funding and exits, created in collaboration with the community and partners, is the best place to track progress over time. This is only the beginning for Diversity Spotlight and, like all data, it is not perfect. To continue strengthening this dataset, we welcome startups and VC firms to add their companies/investments to Crunchbase and utilize Diversity Spotlight tags. Our intention with this data (and subsequently this report) is to focus initially on the U.S. funding landscape for underrepresented founders— namely Black/African American- and Hispanic/Latinx-founded companies— in the hope that connections will be made, companies will be discovered, and, ultimately, that checks will be written. Through reviewing startup leadership profiles for Black and Latinx founders, it is worth noting that these communities are not homogenous, hailing from different class backgrounds and from distinct nations around the globe.