I. InteracTIonsCorporaTIon
Established: 2004
Label portrait: SAAS, corporate services
Corporate Headquarters: Franklin, Massachusetts, USA
Company Profile: A developer of natural language processing tools.
Core Team: The company's founder, Michael Cloran, graduated from Indiana University, Bloomington with a BA in Finance.
Financing and other events:
In 2005-12, it received a $8.9 million Series A financing.
2006-09, received $6 million in Series A financing.
In 2007-03, I received $1.75 million in Series A financing.
2008-02, received $2 million in Series B financing.
2008-09, received $10 million in Series C financing.
2010-04, received $6.25 million in venture capital.
2011-03, received $10.45 million in Series D financing.
2011-07, with a $12 million venture capital investment, SigmaPartners is the main investor in this round of financing.
2013-05, with a $40 million venture capital investment, SoftBankCapital is the main investor in this round of financing.
2015-03, received $9.4 million in venture capital.
2016-08, a $56 million venture capital investment, Comcast Ventures, New Spring Capital, and RevoluTIon are the main investors in this round of financing.
Additional explanation: InteracTIons has incorporated a certain degree of AI function into the company's voice recognition software, so that when the phone communicates, the answering party will not feel that the other party is too "robotized." This means that customer service will be slowly replaced. The University of Science and Technology has done a very good job in speech recognition.
Second, Attensity
Established: 2000
Tag portrait: data mining, social networking, internet marketing
Company headquarters: United States
Company Profile: Helping companies quickly capture the most commercially valuable information on social networks. It has three products: AttensityAnalyze, AttensityPipeline, AttensityQ!
To be more specific, a "natural language processing" technique was developed that specifically analyzes textual information published by ordinary people. It can sum up certain trends, people's concerns, targeting certain people, certain areas. The text content not only contains people's Weibo, but also includes BBS and blogs; it is not limited to a platform like Twitter, which can be applied to any social network. The company also sells software to track hot events on social networks. With this software, you can sort out the ins and outs of a popular Internet event, the cause and effect, who are the key players who play a role in boosting each key point. The company's customers can use this technology to evaluate the effectiveness of online advertising; monitor and even control the direction of a hot event; cater to a certain public opinion and trends so that their products can ride the wind and waves, ushered in performance improvement.
Core team: Company CEOHowardLau graduated from Stanford University with a bachelor's degree in industrial engineering.
In 2010, through the acquisition of Biz360, it acquired the technology of social network information mining. Its customers include Charles Schwab, Cisco, eBay, JetBlue, Microsoft, Nike, Paypal and Safeway.
2014-05, obtained 90 million US dollars in equity financing.
Additional explanation: In the Internet age, the world is flat. There is no secret in your online world. Every move of yours leaves a trace of history in the online world, thus becoming a business opportunity!
Third, DigitalReasoning
Label portrait: machine learning, natural language processing, big data
Corporate Headquarters: Tennessee, USA
Company Profile: A company focused on cognitive computing.
It is said that the neural network established by DigitalReasoning has 16 billion parameters, and Google's record in this area is 11.2 billion, and the record of 15 billion parameters of Lawrence Livermore National Laboratory.
A neural network is actually a computer system that mimics the human brain. It has the ability to collect metadata, process data, and react to data. It generates a digital carrier for each word in its vocabulary.
Core team: TimEstes, the company's founder, graduated from the University of Virginia with a bachelor's degree in philosophy.
In 2011-11, it received a risk investment of 4.21 million US dollars.
2014-01, received $750,000 in venture capital.
2014-10, received a $24 million Series C financing, CreditSuisse, GoldmanSachs is the main investor in this round of financing.
2015-12, with a $5 million venture capital investment, HCA is the main investor in this round of financing.
2016-05, received $40 million in Series D financing, and LemhiVentures and NASDAQ are the main investors in this round of financing.
Fourth, NetBaseSolutions
Label portrait: corporate service, social marketing
Company headquarters: California, USA
Company Profile: A company that provides social marketing solutions can help corporate customers publish, direct, analyze, and track corporate/product information in real time to build relationships with consumers.
It has NetBaseInsightScorecard and NetBaseSocialMediaManagementSystem (SMMS) products.
Core Team: Company founder Jonathan Spier earned a BS in Computer Engineering from the University of California at Berkeley and an MBA from Harvard Business School;
Co-founder Michael Osofsky graduated from the University of California at Berkeley and the Sloan School of Business at the Massachusetts Institute of Technology.
In 2005-06, I received a $5 million Series A financing.
In 2007-12, it received $6.5 million in Series B financing.
2010-03, received $7.2 million in Series C financing.
2012-06, received $13.1 million in Series C financing.
2013-01, received $9.6 million in Series C financing, and WestSummitCapital is the main investor in this round of financing.
2014-07, receiving $10.2 million in Series D financing, SAIFPartners is the main investor in this round of financing.
2015-03, with $24 million in Series E financing, SpringLakeEquityPartners is the main investor in this round of financing.
2015-04, received $9 million in Series E financing, and ORIXVentures is the main investor in this round of financing.
Additional explanation: The strength of this company can not be underestimated, serving Yum! , AMC, Kraft, Kohl's, American Airlines, VISA, Forrester and J.D. Power & Associates. Refined work, mature products!
Five, Quid
Established: 2010
Label portrait: corporate services, natural language processing, data visualization
Company Profile: A startup in the field of big data analytics, which provides corporate clients with visual chart analysis results in areas such as markets, trends and cultural phenomena, helping clients better monitor the external environment for their own business such as marketing and investment strategies. Other activities provide insights.
Core Team: The founder of the company, Bob Goodson, graduated from the University of East Anglia and Oxford with a Bachelor of Arts and Master of Arts.
Sean Gourley holds a master's degree in physics from the University of Canterbury and a Ph.D. in physics from the University of Oxford.
In 2006-09, I received $1.35 million in Series A financing.
In 2009-12, it received $2.81 million in Series B financing.
2011-07, received $24 million in Series C financing.
2013-12, received $3.5 million in convertible bonds.
2015-03, received $39 million in Series D financing, and Liberty Interactive Corporation is the main investor in this round of financing.
At first, Quid looked like a “tech company that discovered technology.†They did the same thing: there are more and more technology companies in the market, and each company will bring some new technology products to the market. And many big companies and governments need to understand these new technologies in time, and even rely on these new technologies to develop their own business – for example, the government needs to know which new technologies can help them better enhance their infrastructure, and what big companies need to understand. Technology companies are potential acquirers. Quid is aiming at this, focusing on this part of the data, responsible for the third person to fill the gap in the middle information. It seems that the secondary processing of information is very important.
Sixth, AlphaSense
Label portrait: search engine, investment and financing information platform, financial information
Company Profile: The company has developed a smart search engine designed for professional investors to help them eliminate irrelevant Google search results.
Core team: Company founder RajNeervannan is relatively low-key and did not disclose personal information.
Co-founder and CEO Jack Kokko graduated from Oulu University in Finland with a bachelor's degree in electrical engineering and an MBA from Wharton. Once a senior analyst at Morgan Stanley.
2013-12, received $1.5 million in seed financing.
2015-03, a $33 million venture capital investment, QuantumStrategic Partners and Tribeca VenturePartners are the main investors in this round of financing.
Additional note: This platform is similar to IT oranges and corporate business cards.
Seven, VoiceBase
Label portrait: information service, data mining
Company Profile: Developed products such as voicemail e-mail, users can upload voice files to voicebase.com, and VoiceBase transcribes these recordings into text, making them searchable and shareable.
Core team: The company's founder, Jay Blazensky, graduated from the University of Rhode Island with a bachelor's degree in electrical engineering.
Co-founder Jan Jannink graduated from Stanford University with a Ph.D. in Computer Engineering.
2010-09, received $700,000 A round of financing.
2013-07, received $5 million in Series B financing.
2015-08, received $7.3 million in venture capital.
2016-01, received $10 million in venture capital.
Additional explanation: This independent voice recorder and transcription tool is more suitable for journalists who conduct telephone interviews. The accuracy of voice products is not high enough. The domestic Science and Technology University has developed well.
Eight, Edgecase
Established: 2012
Label portrait: data mining, enterprise software
Corporate Headquarters: Austin, Texas, USA
Company Profile: Achieve better product recommendations by analyzing and mining buyer preferences, buying styles and shopping experiences.
Core team: The company's founder Garrett Eastham graduated from Stanford University with a bachelor's degree in computer engineering.
Co-founder Stephen Goodwin graduated from the University of Texas at Austin with a BS and MS in Computer Engineering.
2013-05, with a $4.2 million Series A financing, AustinVentures is the main investor in this round of financing.
2014-05, receiving $3.8 million in Series B financing, AustinVentures is the main investor in this round of financing.
2015-10, received $7.5 million in Series C financing.
What are the natural language processing cows or teams in China?There are many domestic natural language processing scholars, and it is difficult to enumerate them one by one. I will simply list some of the relevant teachers in our department to make it easier for everyone to understand. I wrote it casually. There is no word and sentence, and the ranking is not in order. If there are any omissions and mistakes, please point out, don't be surprised.
Professor Sun Maosong: In the early years, he was known for his research on Chinese word segmentation. The academic leader of the Department of Computer Science and Humanity's Natural Language Processing Group (THUNLP) is the only first-level society of natural language processing in China and the vice chairman of the Chinese Society of Chinese Information. Interests are wide, covering Chinese information processing, social computing, information retrieval and so on.
Professor Ma Shaoping: Academic leader of the Information Science Research Group (THUIR) of the Department of Computer Science, is the vice chairman of the Chinese Society of Artificial Intelligence. His research interests are biased towards search engines, and he is a popular subject in the Introduction to Artificial Intelligence for undergraduates. .
Professor Zhu Xiaoyan: Director of the State Key Laboratory of Intelligent Technology and Systems, Department of Computer Science, the academic leader of the Information Acquisition Group, with a focus on question-and-answer systems, sentiment analysis, and document summaries.
Professor Li Xiezi: Academic leader of the Knowledge Engineering Group of the Department of Computer Science, with a focus on knowledge mapping and knowledge engineering. The XLORE developed by the company is one of the few large-scale knowledge maps in China.
Associate Professor Tang Jie: Young scholars in the field of data mining, mainly researching social network analysis, social computing and data mining, and also doing some natural language processing research.
Associate Professor Liu Yang: Young scholars in the field of natural language processing, mainly studying statistical machine translation. I am fortunate to have an office with Mr. Liu Yang, and I admire his academic taste, work attitude and personality.
Associate Professor Zhang Min: Young scholars in the field of information retrieval, mainly researching recommendation systems and sentiment analysis. It is the PC chairman of the famous conference WSDM 2017 for information retrieval and data mining.
Associate Professor Liu Yuqun: Young scholars in the field of information retrieval mainly study the behavioral modeling of search engine users. In recent years, they have used eye movements to carry out research work and gained more academic attention. It is the PC chairman of the SIGIR 2018, the top information conference.
Associate Professor Zhu Jun: Young scholars in the field of machine learning, mainly studying statistical machine learning, will also do some research in natural language processing and knowledge acquisition, such as the famous StatSnowball, MedLDA and so on.
Associate Professor Huang Minlie: Young scholars in the field of natural language processing. In the past, they mainly studied sentiment analysis and document abstracts. In recent years, they began to work on smart questions and answers and human-machine dialogue.
Associate Professor Jia Wei: Young scholars in the field of multimedia processing, early research on speech, now focus on social media multimedia processing, emotional computing and other research, developed a lot of interesting applications (such as clothing with recommendations).
Yu Chun, Associate Researcher: Young scholars in the field of human-computer interaction, researching interactive design for text input, such as how to design more convenient input methods. From the field of natural language processing, the idea is very interesting and has a lot of brains, such as inputting text through the head swing in VR.
Assistant Professor Liu Zhiyuan (that is, me): Early research on keyword extraction and social label recommendation, now focusing on knowledge maps, representation learning and social computing.
It is worth mentioning that since last year, we began to implement the personnel system reform, adopting the international Tenure Track (teaching research series) system, and the teachers who entered the series have the qualifications to recruit doctoral students, which greatly improved the young teachers. productive forces. Therefore, most of the above teachers have qualifications for admission, and students who are interested in these directions are welcome to contact them.
Tsinghua University Natural Language Processing and Human Computing Laboratory (Welcome to the Natural Language Processing and Social Humanities Computing Laboratory of Tsinghua University): Professor Sun Maosong, former dean of the Department of Computer Science at Tsinghua University, is their leader.
Key Laboratory of Computational Linguistics, Ministry of Education, Peking University (Key Laboratory of Computational Linguistics, Ministry of Education, Peking University): One of the more powerful research directions of Peking University's computer science
The Natural Language Processing Research Group of the Institute of Computing Science of the Chinese Academy of Sciences (Welcome to the website of the Natural Language Processing Group of the Institute of Computing Technology of the Chinese Academy of Sciences): Especially in the field of machine-computer translation, the team leader is Liu Qun, and the Chinese word-sharing tool ICTCLAS, which is commonly used by everyone, is their participation in development. of
Harbin Institute of Technology: The strength is also very strong, the laboratory checked the feeling of chaos, mainly: Intelligent Technology and Natural Language Processing Institute (ITNLP), Harbin Institute of Language and Speech Education Department - Microsoft Key Laboratory (Harbin Institute of Language and Speech Education) (Harbin Institute of Technology Social Computing and Information Retrieval Research Center) Harbin Institute of Technology Social Computing and Information Retrieval Research Center; the current Chinese Information Association President Li Sheng is the Harbin Institute of Technology, the current ACL Chairman Mr. Wang Haifeng is also graduated from Harbin Institute of Technology It is worth mentioning that although Harbin Institute of Technology is far in the most northeastern region, it has close ties with industry, such as Microsoft, Baidu, and Keda Xunfei.
industryLike well-known search engine companies should have a good accumulation in these areas
Sogou company
Baidu: Mr. Wang Haifeng, the current vice president, is the most influential and dynamic international academic in the world of natural language processing.
Organizational ACL (Association for Computational Linguistics) is the only Chinese president in more than 50 years of history.
Microsoft Research Asia
Keda Xunfei: Domestic professional Chinese voice and text product research and development enterprises, is currently the largest provider of intelligent voice technology in China.
Personal understanding is limited, just heard or feel that these teams are good in the country, if there are inaccuracies or incomplete, welcome to add
Correct me!
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