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Application of Simplified GLRT Detec...
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Hajirasooliha, Ashkan.
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Application of Simplified GLRT Detectors for Spike Detection in Multi-Sensor Extracellular Recordings.
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Application of Simplified GLRT Detectors for Spike Detection in Multi-Sensor Extracellular Recordings./
作者:
Hajirasooliha, Ashkan.
面頁冊數:
70 p.
附註:
Source: Masters Abstracts International, Volume: 51-04.
Contained By:
Masters Abstracts International51-04(E).
標題:
Engineering, Biomedical. -
電子資源:
http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=1531844
ISBN:
9781267852427
Application of Simplified GLRT Detectors for Spike Detection in Multi-Sensor Extracellular Recordings.
Hajirasooliha, Ashkan.
Application of Simplified GLRT Detectors for Spike Detection in Multi-Sensor Extracellular Recordings.
- 70 p.
Source: Masters Abstracts International, Volume: 51-04.
Thesis (M.S.)--University of California, Irvine, 2013.
Extracellular recordings have been used as a tool to study brain activity. The signals recorded, however, are contaminated by noise from the recording equipment as well as the activity of non-targeted biological structures, calling for robust spike detection algorithms. Such algorithms are even more critical for the analysis of the ever more popular multi-sensor e.g. tetrode recordings.
ISBN: 9781267852427Subjects--Topical Terms:
1017684
Engineering, Biomedical.
Application of Simplified GLRT Detectors for Spike Detection in Multi-Sensor Extracellular Recordings.
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Extracellular recordings have been used as a tool to study brain activity. The signals recorded, however, are contaminated by noise from the recording equipment as well as the activity of non-targeted biological structures, calling for robust spike detection algorithms. Such algorithms are even more critical for the analysis of the ever more popular multi-sensor e.g. tetrode recordings.
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The generalized likelihood ratio test (GLRT) is the theoretical optimal detector for deterministic signals submersed in random noise of known distribution. While the multi-linear expansion of the GLRT detector may be applied for spike detection, it may suffer from poor estimation accuracy due to under-sampling with respect to the increasing number of the parameters, as well as high computation times unsuitable for real-time implementation. Special cases of the GLRT detector utilizing a fewer number of parameters are considered along with the general form.
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