Machine Learning: Inference & Knowledge Representation (tech research)

AMUR Develops various solutions to analyze information technology for development in an easy, fast, and convenient way. It diagnoses with objective numbers for the technological capacity of 38 countries, 15,000 companies, and 5,000 universities worldwide by applying bid data such as patents and papers. Now, AMUR takes the lead in enhancing the efficiency of R&D, achieving data-based management innovation through such solutions. CONTENTS Overview…………………………….………………………………………………………..…..… 7 Vision………………………………………………………………..……………….………..…..… 7 Business Information ……………………….…………………..……………………………… 8 Ⅰ. Learning Intelligence……..………………………………………………………………… 10 1. Trend……….………………………………………….………………………………………10 1) Statistical data………………………………………………………………………………… 10 2) Trends by Technology………………………………………………………………………… 11 2. Countries Trend……………………………………..…………………………………….. 16 1) Statistical data………………………………………………………………………………… 16 2) Trends by country…………………………………………………………………………… 17 China ………………………………………………………..…………………….……………….... 17 The United States……………………………………………………………………………………. 17 Korea……………………………………………………………………….………………………... 18 Japan………………………………………………………………………….……………………...… 18 3. Companies Trend……………………………………..………………………………..….… 22 1) Statistical data………………………………………………………………………………… 22 2) Trends by company…………………………………………………………………………… 23 STATE GRID CORP CHINA……..………………………………………………………………...… 23 IBM…………………………………………………..…………………………………………..…..…23 MICROSOFT TECHNOLOGY LICENSING LLC……..………………………………….………… 24 .. 4. Technology Influence………..….………..……….…. …..….………..……….…………… 28 1) Global country Ranking...……………….……….. …..….………..……….………………… 28 2) Citation Index………………………………………………………………………………… 29 5) Citation Index………………………………………………………………………………… 33 6) Detailed Analysis………………………………………………………………………………34 5. Market Outlook……………………………………………………………………………… 36 1) Global country Ranking...……………....…....…….……….. ………..……….………………36 2) Market Index………………………………………………………………………………… 37 3) Detailed Analysis………………………………………………………………………………38 7. Diagnosis……………….………………………………………….………………………… 54 1) Country Diagnosis….………………………………………….……………………………… 54 The United States……………………………………………………………………………………… 54 China………………………………………………………………………………. ………………… 56 Japan……………………………………………………………………………………………………58 4) Company Diagnosis……………………………………………………………………………75 Microsoft……………………………………………………………………………………………… 75 IBM…………………………………………………………………………………………………… 79 Google………………………………………………………………………………………………… 81 Fanuc………………………………………………………………………………………………… 83 8. Technology Forecasting………………………………………………………………………98 1) Global countries R&D capability…………………………………………………………… 98 2) Technology gap(Present) …………………………………………………………………… 99 3) Technology gap(Future) …………………………………………………………………… 100 9. Smart Solutions….………………………………………….…………………….............. 105 2) Company Diagnostic Solutions………………………………………….………………… 125 Microsoft…………………………………………………………………………………………… 125 Microsoft Technology……………………………………………………………………………… 127 IBM………………………………………………………………………………………………… 129 Google……………………………………………………………………………………………… 131