Rev 2.0 01102010 WHAT IS LAYERED SEMANTICS RELATIONSHIPS SENTIMENT TOPICS CATEGORIES ENTITIES COMPARED TO OTHER SEMANTIC TECHNOLOGIES COMPARED TO JUST TEXT MINING different layers for different needs Nokia sues Apple again over patents By Matti Huuhtanen Concepts Nokia is suing Apple in the United States for allegedly infringing patents in its mobile phones, portable music players, tablets and computers, the Finnish company said Tuesday. Nokia and comes as the world's largest handset maker struggles to keep up with smartphone rivals such as Apple Inc. (AAPL-Q348.51-0.12-0.04%) Apple and Nokia Corp. (NOKThe move is the latest in a string of lawsuits by Entities N8.51-0.11-1.28%) have been locked in a long-running legal battle over patent claims, with each side accusing the other of infringing on patents that cover features such as swiping gestures on touch screens and the built-in “app store” for downloading updated programs. Facts Nokia said the seven patents in the new complaint relate to its “pioneering Apple innovations” that allegedly is using “to create key features in its products, including in multitasking operating systems, data synchronization, positioning, call quality and the use of Sentiment Bluetooth accessories.” Nokia patents in suit against Apple, many filed more than 10 years before Apple made its first iPhone,” said Paul Melin, vice president of intellectual property at Nokia. “Our latest ITC filing means we now have 46 Nokia is a leading innovator in technologies used to build the best mobile products and Apple must stop building its products using Nokia's proprietary “ Classification innovation.” Summary Nokia has been struggling against stiff competition, especially from iPhone and Research in Motion's BlackBerry. the Concepts people organizations places events products Entities Facts Sentiment Classification drugs symptoms diseases body parts organisms addresses currencies dates phone numbers e-mails ticker symbols hashtags Key Concepts Nokia sues Apple again over patents By Matti Huuhtanen Nokia is suing Apple in the United States for allegedly infringing patents in its mobile phones, portable music players, tablets and computers, the Finnish company said Tuesday. patents lawsuits smartphone long-running legal battle infringing on patents ITC filing innovation competition The move is the latest in a string of lawsuits by Nokia and comes as the world's largest handset maker struggles to keep up with smartphone rivals such as Apple Inc. (AAPL-Q348.51-0.120.04%) Apple and Nokia Corp. (NOK-N8.51-0.11-1.28%) have been locked in a long-running legal battle over patent claims, with each side accusing the other of infringing on patents that cover features such as swiping gestures on touch screens and the builtin “app store” for downloading updated programs. Nokia said the seven patents in the new complaint relate to its “pioneering innovations” that Apple allegedly is using “to create key features in its products, including in multitasking operating systems, data synchronization, positioning, call quality and the use of Bluetooth accessories.” “Our latest ITC filing means we now have 46 Nokia patents in suit against Apple, many filed more than 10 years before Apple made its first iPhone,” said Paul Melin, vice president of intellectual property at Nokia. “Nokia is a leading innovator in technologies used to build the best mobile products and Apple must stop building its products using Nokia's proprietary innovation.” Nokia has been struggling against stiff competition, especially from the iPhone and Research in Motion's BlackBerry. NEUTRAL “Nokia is a leading innovator in technologies used to build the best mobile products and Apple must stop building its products using Nokia's proprietary innovation.” POSITIVE “Nokia is a leading innovator in technologies used to build the best mobile products and Apple must stop building its products using Nokia's proprietary innovation.” Nokia sues Apple again over patents By Matti Huuhtanen Concepts Nokia is suing Apple in the United States for allegedly infringing patents in its mobile phones, portable music players, tablets and computers, the Finnish company said Tuesday. lawsuits by Nokia and comes as the world's largest handset maker struggles to keep up with smartphone rivals such as Apple Inc. (AAPL-Q348.51-0.12-0.04%) Apple and Nokia Corp. (NOK-N8.51-0.11-1.28%) have been locked in a longrunning legal battle over patent claims, with each side accusing the other of infringing on patents that cover features such as swiping The move is the latest in a string of Entities Facts gestures on touch screens and the built-in “app store” for downloading updated programs. Nokia said the seven patents in the new complaint relate to its “pioneering innovations” that Apple allegedly is using “to create key features in its products, Sentiment including in multitasking operating systems, data synchronization, positioning, call quality and the use of Bluetooth accessories.” Nokia patents in suit against Apple, many filed more than 10 years before Apple made its first iPhone,” said Paul Melin, vice president of intellectual property at Nokia. “Our latest ITC filing means we now have 46 Classification Nokia is a leading innovator in technologies used to build the best mobile products and Apple must stop building its products using Nokia's proprietary innovation.” “ Summary Nokia has been struggling against stiff competition, especially from the iPhone and Research in Motion's BlackBerry. LAYERED SEMANTICS • • • • Addressing Uncertainty Different Needs, Different Layers Better Access Analytics across Documents TOOLS FOR LAYERED SEMANTICS • • • • Extraction Toolbox Indexing (Storage and Retrieval) Remember the source Real time Exploration Interface Layers of Meaning in Medical Records Informatics for Integrating Biology and the Bedside, 2010 RELATIONSHIPS PRESENT / ABSENT / POSSIBLE / CONDITIONAL PROBLEMS TESTS TREATMENTS Hospital Discharge Summaries Layers of Meaning in Medical Records Informatics for Integrating Biology and the Bedside, 2010 “ She can be given lasix treat Present: Absent: Possible: Conditional: Hypothetical: Someone else: for weight gain or shortness problem of breath .“ problem “He continues to run a low platelet count” “She denied headache” “The patient was worked up for acute renal failure” “ALLERGIES : doxepin causes itching” “Tessalon 100 mg p.o. as needed for cough” “Father has CAD” Layers of Meaning in Medical Records Relationships Treatment - Problem Test - Problem Test reveals / causes Problem Problem - Problem Problem indicates another Problem “He was a poor candidate for anticoagulation because of his history of metastatic melanoma.” TrNAP Layers of Meaning in Medical Records Informatics for Integrating Biology and the Bedside, 2010 Inputs: - textual, syntactic, and semantic features - Controlled Vocabulary - syntactic parsers, semantic mappings Most effective tools Layer One: Markov chain modeling Layer Two: Support Vector Machines Layer Three: Maximum Entropy Modelling SEMANTIC LAYERS It works (VERY WELL) Publication in JAMIA, 2011 OFFLOADING INTELLIGENCE Layering Semantics Over Unstructured Content + 12 Things the Semantic Web Should Know about Content Analytics nstein