Jeyarasan Kasun Amal Iromi Bala Louiqa
Dec 28, 2015
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Semantic Search Engine for Financial Documents
• FIBO and taxonomy of certificates of deposit.• Ranking• Classification• Markup of financial contracts using the FIBO.• Reasoning about CDs and recommendation.
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Formal Collaboration to Define Financial Industry Business Ontology
• Non Profit industry association founded to facilitate enterprise-wide control over data content. Activities include standards, identification, semantics, data quality.• Members include 80 major financial institutions worldwide (BOA, Barclays, Citigroup, Deutsche, Fannie Mae, Federal Reserve Bank NY, HSBC, Goldman Sachs, JP Morgan Chase, Morgan Stanley, RBC, RBS, UBS, Wells Fargo, etc…
• Object Management Group is an international, open membership, not-for-profit computer industry consortium that focuses on standards development work.• Members include over 500 organizations worldwide including government agencies, small and large IT users, vendors and research institutions
Financial Industry Business Ontology
FIBOFIBO
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Fixed Deposit investments in Sri Lanka
• The relevant institutions for fixed Deposits are Banks and Finance companies.
• Number of Finance Companies = 39.• Number of Banks = 22.• We have a total of 61 organizations with an
average of 5? instruments per organization.
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Taxonomy (Criteria) for Fixed DepositsExtracted from Financial Disclosure statements
• Interest: Monthly/Quarterly/ Biannually/At maturity.• Bonus interest rate for senior citizens.• Automatic renewal if no notice received.• Company reserves right to revise interest rate (tied to
the market rate).• Company reserves right to repay deposits prematurely
with interest up to the time of repayment. Infrequent?• Depositor can withdraw deposits prematurely.• Facility to obtain a loan against the fixed deposit.
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Semantic Search Engine /Classification/Markup
• Lucene is an open source full text index and search engine.
• Ranking: Index and query can be tuned using terms from the FIBO.
• Classification (demo)• Markup of financial contracts using the FIBO• Extract phrases from documents.• Associate with FIBO terms.• Web based application.
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Reasoning and recommendation
• Investor profile• Long term saving; monthly income generation; …• Early withdrawal; loans against deposit; …
• Company profile• Market conditions (interest rate fluctuation; …)• Knowledge base (construct manually)• Recommendations
• Investors• Promotions from institutions• New business models (peer-to-peer; retirement savings;
…