Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

Real-Time Text Analytics at Predictive Analytics World berlin 2014

1,699 views

Published on

Published in: Data & Analytics
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://urlzs.com/UABbn } ......................................................................................................................... Download Full EPUB Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download Full doc Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download PDF EBOOK here { https://urlzs.com/UABbn } ......................................................................................................................... Download EPUB Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... Download doc Ebook here { https://urlzs.com/UABbn } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • DOWNLOAD THE BOOK INTO AVAILABLE FORMAT (New Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THE can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THE is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBOOK .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, CookBOOK, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, EBOOK, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THE Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THE the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THE Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • DOWNLOAD THIS BOOKS INTO AVAILABLE FORMAT (2019 Update) ......................................................................................................................... ......................................................................................................................... Download Full PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download Full EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download Full doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download PDF EBOOK here { https://soo.gd/irt2 } ......................................................................................................................... Download EPUB Ebook here { https://soo.gd/irt2 } ......................................................................................................................... Download doc Ebook here { https://soo.gd/irt2 } ......................................................................................................................... ......................................................................................................................... ................................................................................................................................... eBook is an electronic version of a traditional print book THIS can be read by using a personal computer or by using an eBook reader. (An eBook reader can be a software application for use on a computer such as Microsoft's free Reader application, or a book-sized computer THIS is used solely as a reading device such as Nuvomedia's Rocket eBook.) Users can purchase an eBook on diskette or CD, but the most popular method of getting an eBook is to purchase a downloadable file of the eBook (or other reading material) from a Web site (such as Barnes and Noble) to be read from the user's computer or reading device. Generally, an eBook can be downloaded in five minutes or less ......................................................................................................................... .............. Browse by Genre Available eBooks .............................................................................................................................. Art, Biography, Business, Chick Lit, Children's, Christian, Classics, Comics, Contemporary, Cookbooks, Manga, Memoir, Music, Mystery, Non Fiction, Paranormal, Philosophy, Poetry, Psychology, Religion, Romance, Science, Science Fiction, Self Help, Suspense, Spirituality, Sports, Thriller, Travel, Young Adult, Crime, Ebooks, Fantasy, Fiction, Graphic Novels, Historical Fiction, History, Horror, Humor And Comedy, ......................................................................................................................... ......................................................................................................................... .....BEST SELLER FOR EBOOK RECOMMEND............................................................. ......................................................................................................................... Blowout: Corrupted Democracy, Rogue State Russia, and the Richest, Most Destructive Industry on Earth,-- The Ride of a Lifetime: Lessons Learned from 15 Years as CEO of the Walt Disney Company,-- Call Sign Chaos: Learning to Lead,-- StrengthsFinder 2.0,-- Stillness Is the Key,-- She Said: Breaking the Sexual Harassment Story THIS Helped Ignite a Movement,-- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones,-- Everything Is Figureoutable,-- What It Takes: Lessons in the Pursuit of Excellence,-- Rich Dad Poor Dad: What the Rich Teach Their Kids About Money THIS the Poor and Middle Class Do Not!,-- The Total Money Makeover: Classic Edition: A Proven Plan for Financial Fitness,-- Shut Up and Listen!: Hard Business Truths THIS Will Help You Succeed, ......................................................................................................................... .........................................................................................................................
       Reply 
    Are you sure you want to  Yes  No
    Your message goes here
  • Be the first to like this

Real-Time Text Analytics at Predictive Analytics World berlin 2014

  1. 1. Real-Time Text Analytics www.baaderbank.de Real-Time Text Analytics Erkennung marktbewegender Ereignisse und Stimmungen in Finanznachrichten sowie Vorhersage von Kursinstabilitäten
  2. 2. Warum uns Finanznachrichten beschäftigen Große Welle vor Kanagawa, Farbholzschnitt von Hokusai, 1830 Real-time Text Analytics 2 • November, 05 2014
  3. 3. Den Mensch befreien 720.000 Finanzinstrumente, (~5K Aktien, ~8K Renten, ~4K Fonds) pro Tag direkt Nachrichten pro Tag Finanzmarktrelevant ca. 25.000 Nachrichten ~120 Händler 500.000 Täglich neue Quellen (Blogs, Social Media, Feeds, …) Real-time Text Analytics 3 • November, 05 2014
  4. 4. Das Chaos ordnen  Nachrichten de-duplizieren  Zusammenhänge erkennen  Sentiment Analyse  Nur relevante Nachrichten zustelle  Bei Auffälligkeiten  STOP Real-time Text Analytics 4 • November, 05 2014
  5. 5. Die Baader Bank Gruppe – Kapitalmarktspezialist mit breitem Leistungsspektrum Baader Bank Gruppe Geschäftsbereiche Tochtergesellschaften Investment Banking Durchführung von mehr als 125 Kapitalmarkttransaktionen durch das Baader Team sowie Nr. 2 ECM League Table Deutschland 2014 YTD* ca. 150 Mitarbeiter Equity Research  Strategie- und Unternehmensanalysen  Zielabdeckung von über 220 Unternehmen aus der DACH-Region Sales & Trading  Aktien, Fonds, ETPs, Futures & Options  Langjährige vertrauensvolle Beziehungen zu institutionellen Investoren Capital Markets  Eigenkapital- und Fremdkapitalfinanzierung sowie Finanzierungsberatung  Fokus auf bilanzunabhängige Finanzierungslösungen Investment Management  Finanzportfoliodienstleistungen  Konto- / Depotführung Market Making Führender Market Maker mit über 720.000 Orderbüchern an deutschen Börsen ca. 140 Mitarbeiter Börslicher und außerbörslicher Handel  Aktien  Renten  Fonds  ETPs  Verbriefte Derivate * Nach Anzahl der Transaktionen, Stand 18.09.2014 Helvea SA 100 % Baader & Heins Capital Management AG 75 % Skalis Asset Management AG 100 % Conservative Concept Portfolio Management AG 66 % Ophirum ETP GmbH 50 % Gulf Baader Capital Markets, Oman 30 % Clueda AG 18 % Real-time Text Analytics 5 • November, 05 2014
  6. 6. Market Making - Mitgliedschaften und Marktzugänge Mitgliedschaften  Deutsche Börsen: Berlin, Düsseldorf, Frankfurt, Hamburg, Hannover, München, Stuttgart  SIX Swiss Exchange (Zürich)  NYSE Euronext (Amsterdam, Brüssel, Lissabon, Paris)  LSE London Stock Exchange  Wiener Börse (Xetra Wien)  Chi-X Europe (London)  EUREX, Eurex Repo GC Pooling Market (Frankfurt)  BX Berne eXchange (Bern) Marktzugänge  Westeuropäische Börsen (Athen, Bern, Dublin, Madrid, Mailand)  Nordeuropäische Börsen (Kopenhagen, Helsinki, Oslo, Stockholm)  Osteuropäische Börsen (Budapest, Prag, Warschau)  Nordamerikanische Börsen (American Stock Exchange, BATS, Mexican Stock Exchange, NASDAQ, NYSE, Toronto, TSX)  Asiatische Börsen (Australien, Hong Kong, Indonesien, Japan, Singapur)  Afrikanische Börsen (Südafrika) 6
  7. 7. Kompetenter Handelspartner für Privatkunden  Etabliertes Vertriebsnetz für Privatkunden  Anbindung führender Direktanlagebanken  Gesamtes Produktspektrum - Aktien, Anleihen, Derivate, Exchange Traded Products und Fonds - im Angebot 7
  8. 8. Gemeinsames F&E Projekt mit Real-time Text Analytics 8 • November, 05 2014
  9. 9. User-Centric Decision Making Clueda AG 9 See Concepts, relations and events as they happen in multiple information sources Understand Trends, mood and relationships using semantics and systems biology approaches Answer Questions that only specialists could answer before Data Information Knowledge Real-time engine
  10. 10. Market Moving Influences Clueda AG 10 Insider Knowledge Market Moving Events Sentiment
  11. 11. Real-Time Semantic Analysis … big launch celebrations at hardware stores with Galaxy Tab III were canceled. Apple sues Samsung in Australia. Following earlier legal disputes … ACTING COMPANY NEGATIVE RELATION RECEIVING COMPANY Apple sues Samsung Clueda AG 11 in Australia LOCATION OF RELATION • Understands textual information and relations • Generates a semantic knowledge network • Identifies market moving news in real-time legal action Samsung Apple Microsoft Sony Nokia Motorola Sharp China Foxconn Rare Earths
  12. 12. Systemic Interrelations / Systemic Mood Clueda AG 12 Samsung Microsoft Nokia Sharp China Foxconn Rare Earths Sony Apple Motorola legal action • Sentiment influences with systems biological methods • Mood propagation in networks • Identification of indirect mood drivers
  13. 13. Systemic Mood & Systemic Stability Indicator Systemic Stability Indicator Stock Price Clueda AG 13 Systemic Mood 50 0 - 50
  14. 14. Example: How to identify a market moving event ? Clueda AG 14 Airbus criticized that Boeing signed the 60 million dollar deal today with the American government.
  15. 15. Extraction of Associations Criticism Event Clueda AG 15 Company Company Contract Event ( )
  16. 16. Which Events are Market Moving ? Clueda AG 16 t0 t1 Price Time open low close = high News Release market move move caused by news measurement error
  17. 17. Semantic Analysis of 2008 News Corpus  Extraction of company-related events Clueda AG 17 Number of news Meaningful news events Threshold market move Optimal threshold Event Type 2 Event Type 1 Clustering  Stock prices for all companies
  18. 18. Market Moving Event Types Clueda AG 18 Dividend Change 7% Quarterly Results Broker Rating 21% 23% Other Events 49%
  19. 19. Trading: clueda.trader Clueda AG 19
  20. 20. Clueda.Engine Architecture Clueda AG 20 Data - Live Streams - Blogs - Tweets Engine - Semantic & Sentiment Processing - Real-time Engine - Event Detection User Experience - Responsive web applications - Data API Data Information Knowledge Real-time engine
  21. 21. Kontakt Peter Blenninger Baader Bank Aktiengesellschaft Weihenstephaner Str. 4 85716 Unterschleißheim, Deutschland Telefon: +49-89-5150-1580 E-Mail: peter.blenninger@baaderbank.de Dr. Benedikt Wachinger Clueda AG Elsenheimerstr. 59 80687 München, Deutschland E-Mail: b.wachinger@clueda.com Software Development / Data & 21 Analytics • 7. November 2014

×