New UW app can detect sleep apnea events via smartphone | UW Today:
http://www.washington.edu/news/2015/04/27/new-uw-app-can-detect-sleep-apnea-events-via-smartphone/
https://www.youtube.com/watch?v=9kjWC48a8gk
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Sunday, March 27, 2016
Wednesday, March 23, 2016
Tuesday, March 15, 2016
GitHub - amaas/rnn-speech-denoising: Recurrent neural network training for noise reduction in robust automatic speech recognition
GitHub - amaas/rnn-speech-denoising: Recurrent neural network training for noise reduction in robust automatic speech recognition:
"Recurrent neural network training for noise reduction in robust automatic speech recognition"
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"Recurrent neural network training for noise reduction in robust automatic speech recognition"
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Friday, March 11, 2016
Error 1324-How to fix? (Acrobat Reader)
Error 1324-How to fix? (Acrobat Reader): "Error 1324-How to fix?
How do I fix Error 1324? I cannot remove earlier versions of Reader either. I get the same message."
https://answers.acrobatusers.com/Error-1324-How-fix-q98438.aspx
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How do I fix Error 1324? I cannot remove earlier versions of Reader either. I get the same message."
https://answers.acrobatusers.com/Error-1324-How-fix-q98438.aspx
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Thursday, March 10, 2016
Objective measures of speech quality/SNR
Objective measures of speech quality/SNR: "Objective measures of speech quality/SNR"
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Tuesday, March 8, 2016
Saturday, March 5, 2016
十三五中国要上100个大项目 多少与国防有关 - 未名空间(mitbbs.com)
编者按：2016年是“十三五”的开局之年，随着今年全国两会渐入佳境，今天，发改委也公布了“十三五”规划纲要(草案)。用全国人大发言人傅莹的话来说，“十三五”是我国第一个百年目标的最后一个五年，大家非常期待，希望能够吃到“定心丸”。
'via Blog this'
工信部部长苗圩上月表示，工信部今年的一个重点任务是启动实施飞机发动机和燃气轮机重大专项Mitbbs.com
可是，嫌文件太“硬”啃不动怎么办？别担心，这五年里中国要做的100件事，都在这里了：Mitbbs.com
（新华社记者：任珂、方栋、李来房 整理）Mitbbs.com
1、航空发动机及燃气轮机。Mitbbs.com
2、深海空间站。Mitbbs.com
3、量子通信与量子计算机。Mitbbs.com
4、脑科学与类脑研究。Mitbbs.com
5、国家网络空间安全。Mitbbs.com
6、深空探测及空间飞行器在轨服务与维护系统。Mitbbs.com
7、种业自主创新。Mitbbs.com
8、煤炭清洁高效利用。Mitbbs.com
9、天地一体化信息网络。Mitbbs.com
10、重点新材料研发及应用。Mitbbs.com
11、在优势科研领域设立一批科学家工作室。Mitbbs.com
12、在重点学科领域培养扶持一批青年拔尖人才。Mitbbs.com
13、培养1万名精通战略规划、资本运作、质量管理、人力资源管理、财会法律等专业知识的企业经营管理人才。Mitbbs.com
14、引进1万名左右海外高层次人才回国（来华）创新创业，遴选支持1万名左右急需紧缺的国内高层次人才。Mitbbs.com
15、每年培训百万名高层次、急需紧缺和骨干专业技术人才。Mitbbs.com
16、在全国建成一批技能大师工作室、1200个高技能人才培训基地，培养1000名高技能人才。Mitbbs.com
17、确保建成高标准农田8亿亩、力争10亿亩。Mitbbs.com
18、建设国家种质资源收集保存和研究体系。建设海南、甘肃、四川等国家级育制种基地和100个区域性良种繁育基地。Mitbbs.com
19、新增高效节水灌溉面积1亿亩。Mitbbs.com
20、建设500个全程机械化示范县，主要农作物耕种收综合机械化率达到70%左右。Mitbbs.com
21、实施“互联网＋”现代农业。Mitbbs.com
22、建立农产品质量安全监管追溯信息系统。Mitbbs.com
23、实现“百县千乡万村”农村一二三产业融合发展试点示范工程。Mitbbs.com
24、加快大型飞机研制。Mitbbs.com
25、发展新一代和重型运载火箭、新型卫星等空间平台与有效载荷。Mitbbs.com
26、发展深海探测、大洋钻探、海底资源开发利用、海上作业保障等装备和系统。推动深海空间站、大型浮式结构物开发和工程化。Mitbbs.com
27、研发新一代高速、重载轨道交通装备系统。Mitbbs.com
28、研制高档数控机床。Mitbbs.com
29、大力发展工业机器人、服务机器人、手术机器人和军用机器人。推动人工智能技术在各领域商用。Mitbbs.com
30、开发适应各种耕作条件的先进农机产品。Mitbbs.com
31、研制核医学影像设备、超导磁共振成像系统、无创呼吸机等高性能医疗器械。Mitbbs.com
32、开发应用具有中医特色优势的医疗器械。Mitbbs.com
33、研制先进化工成套装备。Mitbbs.com
34、培育集成电路产业体系，培育人工智能、智能硬件、新型显示、移动智能终端、第五代移动通信（5G）、先进传感器和可穿戴设备等成为新增长点。Mitbbs.com
35、加速推动基因组学等生物技术大规模应用。Mitbbs.com
36、加速北斗、遥感卫星商业化应用。Mitbbs.com
37、发展储能与分布式能源。Mitbbs.com
38、大力发展形状记忆合金、自修复材料等智能材料，石墨烯、超材料等纳米功能材料等高端材料。Mitbbs.com
39、全国新能源汽车累计产销量达到500万辆。Mitbbs.com
40、建设高速大容量光通信传输系统。Mitbbs.com
41、建设物联网应用基础设施和服务平台。Mitbbs.com
42、支持公共云服务平台建设，布局云计算和大数据中心。推动贵州等大数据综合试验区建设。Mitbbs.com
43、加快国家统一电子政务网络建设应用。Mitbbs.com
44、打造电子商务国际大通道。Mitbbs.com
45、构建国家网络安全和保密技术保障体系。Mitbbs.com
46、高速铁路营业里程达到3万公里，覆盖80%以上的大城市。Mitbbs.com
47、加快推进国家高速公路网建设。新建改建高速公路通车里程约3万公里。Mitbbs.com
48、建设川藏铁路等沿边铁路。Mitbbs.com
49、建成北京新机场。新增民用运输机场50个以上。Mitbbs.com
50、大力推进上海、天津、大连、厦门等国际航运中心建设。提高港口智能化水平。Mitbbs.com
51、建设城市群交通圈。Mitbbs.com
52、新增城市轨道交通运营里程约3000公里。Mitbbs.com
53、实现村村直接通邮。Mitbbs.com
54、加快构建车联网、船联网。Mitbbs.com
55、推动驾驶自动化、设施数字化和运行智慧化。Mitbbs.com
56、建设高效智能电力系统。Mitbbs.com
57、对燃煤机组全面实施超低排放和节能改造。Mitbbs.com
58、开工建设常规水电6000万千瓦。Mitbbs.com
59、核电运行装机容量达到5800万千瓦，在建达到3000万千瓦以上。Mitbbs.com
60、推动致密油、油砂、深海石油勘探开发和油页岩综合开发利用。Mitbbs.com
61、建设水电基地和大型煤电基地外送电通道。Mitbbs.com
62、建成国家石油储备二期工程。扩大天然铀储备规模。Mitbbs.com
63、农田有效灌溉面积达到10亿亩以上。Mitbbs.com
64、建设引黄入冀补淀、引江济淮、引汉济渭、滇中引水、引大济湟、引绰济辽等多项重大引调水工程。推进南水北调东中线后续工程建设。Mitbbs.com
65、建设西藏拉洛、浙江朱溪、福建霍口、黑龙江奋斗、湖南莽山、云南阿岗等大型水库。Mitbbs.com
66、建设西江大藤峡、淮河出山店、新疆阿尔塔什等流域控制性枢纽工程。Mitbbs.com
67、基本完成流域面积3000平方公里及以上的244条重要河流治理。Mitbbs.com
68、推进1亿左右农业转移人口和其他常住人口在城镇落户。加快推进约1亿人居住的棚户区和城中村改造。引导约1亿人在中西部地区就近城镇化。Mitbbs.com
69、培育形成一批功能完善、特色鲜明的新生中小城市。Mitbbs.com
70、发展具有特色资源、区位优势和文化底蕴的小城镇。Mitbbs.com
71、建设一批新型示范性智慧城市。建设一批示范性绿色城市、生态园林城市、森林城市。Mitbbs.com
72、建设海绵城市。Mitbbs.com
73、建设地下管廊（网）。Mitbbs.com
74、农村自来水普及率达到80%。Mitbbs.com
75、实施特殊类型地区发展重大工程。Mitbbs.com
76、在胶州湾、辽东湾、渤海湾、杭州湾、厦门湾、北部湾等开展水质污染治理和环境综合整治。Mitbbs.com
77、突破“龙宫一号”深海实验平台建造关键技术。Mitbbs.com
78、在北极合作新建岸基观测站，在南极新建科考站，新建先进破冰船，提升南极航空能力。Mitbbs.com
79、逐步形成全球海洋立体观（监）测系统。Mitbbs.com
80、实施重点用水单位监控工程。Mitbbs.com
81、建设50个工业废弃物综合利用产业基地。Mitbbs.com
82、工业污染源全面达标排放。Mitbbs.com
83、新增用气450亿立方米，替代燃煤锅炉18.9万蒸吨。Mitbbs.com
84、对江河源头及378个水质达到或优于III类的江河湖库实施严格保护。Mitbbs.com
85、开展1000万亩受污染耕地治理修复和4000万亩受污染耕地风险管控。Mitbbs.com
86、建设5座中低放射性废物处置场和1个高放射性废物处理地下实验室。Mitbbs.com
87、推进青藏高原、黄土高原等关系国家生态安全核心地区生态修复治理。Mitbbs.com
88、建设大尺度绿色生态保护空间和连接各生态空间的绿色廊道。Mitbbs.com
89、推进边疆地区国土综合开发、防护和整治。Mitbbs.com
90、新增水土流失治理面积27万平方公里。全国湿地面积不低于8亿亩。Mitbbs.com
91、发展特色产业，实现3000万以上贫困人口脱贫。发展劳务输出，实现1000万人转移就业扶贫。对“一方水土不养一方人”地区约1000万贫困人口实施易地搬迁。Mitbbs.com
92、改造建设百万公里农村公路。Mitbbs.com
93、让未能升学的贫困家庭初高中毕业生都能接受职业教育。将所有符合条件的贫困家庭纳入低保范围。Mitbbs.com
94、义务教育学校标准化。实施高中阶段教育普及攻坚计划。加强普惠性幼儿园建设。Mitbbs.com
95、重点支持若干所高校和一批学科进入世界一流行列。Mitbbs.com
96、推进共建“一带一路”教育行动。Mitbbs.com
97、重大慢性病过早死亡率降低10%。每县重点办好1-2所县级公立医院。打造30分钟基层医疗服务圈。Mitbbs.com
98、青年体质达标率达到95%％以上。Mitbbs.com
99、实施中华古籍保护计划。Mitbbs.com
100、建设讲好中国故事队伍。Mit
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Thursday, March 3, 2016
10 Easy Ways to Increase Your Citation Count: A Checklist
https://www.aje.com/en/author-resources/articles/10-easy-ways-increase-your-citation-count-checklist
Sources:
http://journalauthors.tandf.co.uk/beyondpublication/optimizingcitations.asp
http://researchsupporthub.northampton.ac.uk/2013/02/05/2429/
http://www.jobs.ac.uk/careers-advice/working-in-higher-education/2172/how-to-increase-your-citation-rates-in-10-easy-steps-part-2/
http://mpra.ub.uni-muenchen.de/50919/
By: Michelle Ebbs on Mon, 06/16/2014
Customer Support
Customer Support
Tags: Promoting your research, Citations, Tools and resources, Publishing trends, 21st century, Digital Scholar series
The number of papers you publish is important to your career. “Publish early and often” is heard over and over again in research. However, the number of times your work is cited is important as well because it can indicate the impact that your research has on the field.
Increasing your citation count can also have a positive impact on your career because funding agencies often look at a combination of the number of papers and the number of citations when making grant decisions.
To boost your citation count to maximize impact, consider these 10 simple techniques:
1. Cite your past work when it is relevant to a new manuscript. However, do not reference every paper you have written just to increase your citation count.
2. Carefully choose your keywords. Choose keywords that researchers in your field will be searching for so that your paper will appear in a database search.
3. Use your keywords and phrases in your title and repeatedly in your abstract. Repeating keywords and phrases will increase the likelihood your paper will be at the top of a search engine list, making it more likely to be read.
4. Use a consistent form of your name on all of your papers. Using the same name on all of your papers will make it easier for others to find all of your published work. If your name is very common, consider getting a research identifier, such as an ORCID or a ResearcherID. You can provide your ResearcherID in your email signature and link that ID to your publication list so that anyone you email has access to your publications.
5. Make sure that your information is correct. Check that your name and affiliation are correct on the final proofs of your manuscript and check that the paper’s information is accurate in database searches.
6. Make your manuscript easily accessible. If your paper is not published in an open-access journal, post your pre- or post-publication prints to a repository. Check SHERPA RoMEO to find your publisher’s copyright and self-archiving policies regarding sharing your published manuscript.
7. Share your data. There is some evidence that sharing your data can increase your citations. Consider posting to data sharing websites, such as figshare or SlideShare, or contributing toWikipedia and providing links to your published manuscripts.
8. Present your work at conferences. Although conference presentations are not cited by other others, this will make your research more visible to the academic and research communities.
9. Use social media. Provide links to your papers on social media (e.g., Facebook, Twitter,Academia.edu, ResearchGate, Mendeley) and your university profile page.
10. Actively promote your work. Talk to other researchers about your paper, even ones not in your field, and email copies of your paper to researchers who may be interested. Create a blog or a website dedicated to your research and share it.
Sources:
http://journalauthors.tandf.co.uk/beyondpublication/optimizingcitations.asp
http://researchsupporthub.northampton.ac.uk/2013/02/05/2429/
http://www.jobs.ac.uk/careers-advice/working-in-higher-education/2172/how-to-increase-your-citation-rates-in-10-easy-steps-part-2/
http://mpra.ub.uni-muenchen.de/50919/
Scott Kelly Reunited with Relatives in Houston After Year in Space | whotv.com
Scott Kelly Reunited with Relatives in Houston After Year in Space | whotv.com: "
Scott Kelly: The honor belongs to many people.
“It is not my achievement. It’s NASA’s achievement and it’s our country’s achievement. … There’s no greater privilege than serving your country however and wherever you might do it.”
John P. Holdren, Assistant to the President for Science and Technology said,
"You've very generously noticed that it is not just your achievement, it's NASA's achievement and it's the country's achievement. That's all true. But you are out there at the point of the spear. You have set your whole career as an example."
'via Blog this'
Scott Kelly: The honor belongs to many people.
“It is not my achievement. It’s NASA’s achievement and it’s our country’s achievement. … There’s no greater privilege than serving your country however and wherever you might do it.”
John P. Holdren, Assistant to the President for Science and Technology said,
"You've very generously noticed that it is not just your achievement, it's NASA's achievement and it's the country's achievement. That's all true. But you are out there at the point of the spear. You have set your whole career as an example."
'via Blog this'
Wednesday, March 2, 2016
EndNote: Importing from Google Scholar
Thomson Reuters-Scientific Global Customer Portal:
http://kbportal.thomson.com/display/2/searchDirect/index.aspx?searchstring=TS_ENIMPORTFAQ11&searchtype=8&searchby=referenceword&Catid=&SubCatid=&att=&remotesite=&search=
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http://kbportal.thomson.com/display/2/searchDirect/index.aspx?searchstring=TS_ENIMPORTFAQ11&searchtype=8&searchby=referenceword&Catid=&SubCatid=&att=&remotesite=&search=
EndNote: Importing from Google Scholar
You will need to configure Google Scholar to send references to EndNote. Then you will be able to send references to EndNote by clicking on the "Import into EndNote" link.
Follow these steps to configure Google Scholar to send references to EndNote:
- Go to the Google Scholar home page at http://scholar.google.com/
- Click "Settings" in the upper right-hand corner.
- Under "Bibliography Manager" select the option "Show links to import citations into" and choose "EndNote" in the drop down box.
- Click on the "Save" button.
Follow these steps to import search results into EndNote:
- After performing a search on Google Scholar click on the "Import into EndNote" link for the reference you want to import.
- If you are presented with a window asking if you want to "Open" or "Save" the file, choose to open the file.
- A "Select a Reference Library" window will appear, use this window to select the EndNote library you want the reference imported into.
Note: If you are using the Windows version of EndNote X you will first need to update to X.0.2.
To bookmark or send this article to a colleague, please use the following URL: http://endnote.com/kb/82807
Please provide feedback on this article. In the right hand panel, indicate whether or not the article solved your problem and give us suggestions for improving it. To contact Support for additional assistance, please use the Open a Support Case tab above.
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Tuesday, March 1, 2016
分类讨论区 - 未名空间 - (mitbbs.com) - 海外华人第一门户
分类讨论区 - 未名空间 - (mitbbs.com) - 海外华人第一门户:
我来科普下深度学习的应用范围吧
发信站: BBS 未名空间站 (Tue Mar 1 11:44:25 2016, 美东)
所谓“深度”，是特指训练三层以上的神经网络。小于三层就是浅的，大于三层就是深
的。
神经网络在９０年代火过一阵，各种理论早就已经成熟了。back propagation的理论跟
网络深度是无关的，但实际运行的时候就是发现层数大于三的话就训练不上去。
所以相当长一段时间内神经网络在机器学习方面被SVM等“浅度”神经网络特例压得
抬不起头。９０年代神经网络拿funding得时候，应该把深浅网络都promise了拿过一遍
钱了。
然后没有deliver，并且把整个人工智能得名声都搞臭了。现在把训练深度网络的问题
部分解决了，需要旧瓶装新酒再拿一次钱。因为“神经网络”的名声已经臭了，
所以造出来“深度学习”这个概念来乎悠人。
(CNN的经典论文LeCun 1998 Gradient-based learning applied to document
recognition.)
然后来说这个“部分解决”的问题。现在深度网络可以训练了，不是理论有了突破，
而是靠的大数据＋快硬件。如果按传统的机器学习套路，一个对象先提取一个特征，
然后应用学习算法，这个数据量其实还是不够大的。各种深度学习的一个典型特征
就是convolution，或者说是sliding window。一个400x400的图片，用40x40的
sliding window扫过去，每隔４个pixel采一次样，就能出来快１００个样本。
如果有1,000,000个图片，其实这种window就有100M个。如果是图片的话一般
还需要对输入图片进行各种抖动产生更多的样本。
除了图片以外，深度学习应用范围都有一个明显的特征，就是可以做sliding window：
从大对象里掐下来局部的一小片，还是一个对象。比如声音，文本，序列。
不是说神经网络对别的数据不干活，而是在别的数据上神经网络对传统技术没那么大
的优势。股票数据是典型的时间序列，所以是落在神经网络的应用范围内的，所以
可以比较肯定地说，神经网络预测股票价格要比别的机器学习技术要强。至于是否能
干活，依赖一个大前提，就是股市本身得是可以预测的。图片，语音啥的，人能
识别，所以明显是可以预测的，所以神经网络干活了。股市在多大程度上可以预测，
这个本身就是一个大问题。
我来科普下深度学习的应用范围吧
发信站: BBS 未名空间站 (Tue Mar 1 11:44:25 2016, 美东)
所谓“深度”，是特指训练三层以上的神经网络。小于三层就是浅的，大于三层就是深
的。
神经网络在９０年代火过一阵，各种理论早就已经成熟了。back propagation的理论跟
网络深度是无关的，但实际运行的时候就是发现层数大于三的话就训练不上去。
所以相当长一段时间内神经网络在机器学习方面被SVM等“浅度”神经网络特例压得
抬不起头。９０年代神经网络拿funding得时候，应该把深浅网络都promise了拿过一遍
钱了。
然后没有deliver，并且把整个人工智能得名声都搞臭了。现在把训练深度网络的问题
部分解决了，需要旧瓶装新酒再拿一次钱。因为“神经网络”的名声已经臭了，
所以造出来“深度学习”这个概念来乎悠人。
(CNN的经典论文LeCun 1998 Gradient-based learning applied to document
recognition.)
然后来说这个“部分解决”的问题。现在深度网络可以训练了，不是理论有了突破，
而是靠的大数据＋快硬件。如果按传统的机器学习套路，一个对象先提取一个特征，
然后应用学习算法，这个数据量其实还是不够大的。各种深度学习的一个典型特征
就是convolution，或者说是sliding window。一个400x400的图片，用40x40的
sliding window扫过去，每隔４个pixel采一次样，就能出来快１００个样本。
如果有1,000,000个图片，其实这种window就有100M个。如果是图片的话一般
还需要对输入图片进行各种抖动产生更多的样本。
除了图片以外，深度学习应用范围都有一个明显的特征，就是可以做sliding window：
从大对象里掐下来局部的一小片，还是一个对象。比如声音，文本，序列。
不是说神经网络对别的数据不干活，而是在别的数据上神经网络对传统技术没那么大
的优势。股票数据是典型的时间序列，所以是落在神经网络的应用范围内的，所以
可以比较肯定地说，神经网络预测股票价格要比别的机器学习技术要强。至于是否能
干活，依赖一个大前提，就是股市本身得是可以预测的。图片，语音啥的，人能
识别，所以明显是可以预测的，所以神经网络干活了。股市在多大程度上可以预测，
这个本身就是一个大问题。
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