| Presentation | 2016-12-15 [Invited Talk] Real-time Modeling and Forecasting of Big Time-series Data Yasuko Matsubara, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Time-series data analysis is becoming of increasingly high importance, thanks to the decreasing cost of hardware and the increasing on-line processing capability. Given a large collection of time series, such as web-click logs, electric medical records and motion capture sensors, how can we efficiently and effectively find typical patterns? How can we statistically summarize all the sequences, and achieve a meaningful segmentation? What are the major tools for forecasting and outlier detection? The objective of this talk is to provide a concise and intuitive overview of the most important tools that can help us find patterns in large-scale time-series sequences. The emphasis of the talk is to provide the intuition behind these powerful tools, which is usually lost in the technical literature, as well as to introduce case studies that illustrate their practical use. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Time-series data / Forecasting / Automatic mining |
| Paper # | IN2016-70,IA2016-64 |
| Date of Issue | 2016-12-08 (IN, IA) |
| Conference Information | |
| Committee | IA / IN |
|---|---|
| Conference Date | 2016/12/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima city university |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Performance Analysis and Simulation, Robustness, Traffic and Throughput Measurement, Quality of Service (QoS) Control, Congestion Control, Overlay Network/P2P, IPv6, Multicast, Routing, DDoS, etc. |
| Chair | Ken-ichi Yoshida(Univ. of Tsukuba) / Katsunori Yamaoka(Tokyo Inst. of Tech.) |
| Vice Chair | Hiroyuki Osaki(Kwansei Gakuin Univ.) / Masahiro Jibiki(NICT) / Tomoki Yoshihisa(Osaka Univ.) / Takuji Kishida(NTT) |
| Secretary | Hiroyuki Osaki(Tokyo Inst. of Tech.) / Masahiro Jibiki(Ritsumeikan Univ.) / Tomoki Yoshihisa(KDDI R&D Labs.) / Takuji Kishida(NTT) |
| Assistant | Yusuke Sakumoto(Tokyo Metropolitan Univ.) / Yuichiro Hei(KDDI R&D Labs.) / Toshiki Watanabe(NEC) / Kunitake Kaneko(Keio Univ.) / Takashi Natsume(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Internet Architecture / Technical Committee on Information Networks |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] Real-time Modeling and Forecasting of Big Time-series Data |
| Sub Title (in English) | |
| Keyword(1) | Time-series data |
| Keyword(2) | Forecasting |
| Keyword(3) | Automatic mining |
| 1st Author's Name | Yasuko Matsubara |
| 1st Author's Affiliation | Kumamoto University(Kumamoto Univ.) |
| Date | 2016-12-15 |
| Paper # | IN2016-70,IA2016-64 |
| Volume (vol) | vol.116 |
| Number (no) | IN-361,IA-362 |
| Page | pp.pp.23-28(IN), pp.5-10(IA), |
| #Pages | 6 |
| Date of Issue | 2016-12-08 (IN, IA) |