吴甘沙 archsummit 大数据十个技术前沿

1、大数据的十个技?前沿 吴甘沙 英特?中国研究院 Legal Disclaimers INFORMATION IN THIS DOCUMENT IS PROVIDED IN CONNECTION WITH INTEL PRODUCTS. NO LICENSE, EXPRESS OR IMPLIED, BY ESTOPPEL OR OTHERWISE, TO ANY INTELLECTUAL PROPERTY RIGHTS IS GRANTED BY THIS DOCUMENT. EXCEPT AS PROVIDED IN INTELS TERMS AND CONDITIONS OF SALE FOR SUCH PRODUCTS, INTEL ASSUMES NO LIABILITY WHATSOEVER AND INTEL DISCLAIMS ANY EXPRESS OR IMPLIED WARRANTY, RELATING TO SALE AND/OR USE OF INTEL PRODUCTS INCLUDING LIABILITY OR WARRANTIES RELATING TO

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6、 understanding of how the purchase of a given Intel product, combined with a number of situation-specific variables, might affect your future cost and savings. Circumstances will vary and there may be unaccounted-for costs related to the use and deployment of a given product. Nothing in this document should be interpreted as either a promise of or contract for a given level of costs. Legal Disclaimers Intel processor numbers are not a measure of performance. Processor numbers differentiate featu

7、res within each processor family, not across different processor families: Go to: Learn About Intel Processor Numbers Intel, Intel logo, and Xeon are trademarks of Intel Corporation in the U.S. and/or other countries. Contact your local Intel sales office or your distributor to obtain the latest specifications and before placing your product order. Copyright 2014, Intel Corporation. All rights reserved. *Other names and brands may be claimed as the property of others. 指数?代：?覆成?常? 4 t x t+1 x2 摩?

8、定律：指数社会的“基因” 晶体管数 性能 成本 功耗 存? ? 像素 数据 5 大数据：指数社会的“蛋白?” 50 Billion = 35ZB 2020 感知-互?-智能 数据化生存 X f ( , t) 价?大 大数据的技?挑? 7 35ZB 2020 f ( , t) 全集采? ?和全? ?微知著 人与工具 十个技?前沿 8 膨?宇宙 巴?之? 数据有价 ?硬兼施 多快好省 天下三分 分久必合 精益求精 人机消? 智能之争 数据 ?算 分析 Intel Confidential Do Not Forward 1.膨?宇宙 TB PB EB ZB YB DBM S MPP NewSQ L NoSQL DFS Globally- Distributed DB Array DBMS TB PB EB ZB YB DBM S MPP NewSQ L NoSQL DFS Cache, in- memory FS Erasure Coding TB PB EB ZB YB DBM S MPP NewSQ L NoSQL DFS Flash storage TB PB EB ZB YB DBM

9、 S MPP NewSQ L NoSQL DFS Flash storage DRAM storage RDMA Heterogeneous Storage TB PB EB ZB YB DBM S MPP NewSQ L NoSQL DFS Flash storage DRAM storage Heterogeneous Storage TB PB EB ZB YB DBM S MPP NewSQ L NoSQL DFS Flash storage DRAM storage NVRAM storage TB PB EB ZB YB ？ Tape system Heterogeneous Storage DBM S MPP NewSQ L NoSQL DFS Flash storage DRAM storage NVRAM storage Intel Confidential Do Not Forward 2.巴?之? Data talks, but in different languages Data Curation Data Wrangling DB-hard 19 Courtesy: Michael Stonebraker DataTamer 20 Courtesy: Michael Stonebraker 21 Courtesy: Michael Stonebraker Active work 22 Data interpretation via automated learning Discovery of structure Entity resolution Transformation From (semi-)structured to unstructured Data and metadata organization Apache UIMA (Unstructured Information Management Architecture) Intel Confidential Do Not Forward 3.数据有价 安全和定价 安全 系?的安全 数据的安全 数据使用的安全 定价：效用

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