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Visual Data Mining by Tom Soukup
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1WHIDE--a Web Tool For Visual Data Mining Colocation Patterns In Multivariate Bioimages.
By Kolling, Jan, Langenkamper, Daniel, Abouna, Sylvie, Khan, Michael and Nattkemper, Tim W.
This article is from Bioinformatics , volume 28 . Abstract Motivation: Bioimaging techniques rapidly develop toward higher resolution and dimension. The increase in dimension is achieved by different techniques such as multitag fluorescence imaging, Matrix Assisted Laser Desorption / Ionization (MALDI) imaging or Raman imaging, which record for each pixel an N-dimensional intensity array, representing local abundances of molecules, residues or interaction patterns. The analysis of such multivariate bioimages (MBIs) calls for new approaches to support users in the analysis of both feature domains: space (i.e. sample morphology) and molecular colocation or interaction. In this article, we present our approach WHIDE (Web-based Hyperbolic Image Data Explorer) that combines principles from computational learning, dimension reduction and visualization in a free web application.Results: We applied WHIDE to a set of MBI recorded using the multitag fluorescence imaging Toponome Imaging System. The MBI show field of view in tissue sections from a colon cancer study and we compare tissue from normal/healthy colon with tissue classified as tumor. Our results show, that WHIDE efficiently reduces the complexity of the data by mapping each of the pixels to a cluster, referred to as Molecular Co-Expression Phenotypes and provides a structural basis for a sophisticated multimodal visualization, which combines topology preserving pseudocoloring with information visualization. The wide range of WHIDE's applicability is demonstrated with examples from toponome imaging, high content screens and MALDI imaging (shown in the Supplementary Material).Availability and implementation: The WHIDE tool can be accessed via the BioIMAX website http://ani.cebitec.uni-bielefeld.de/BioIMAX/; Login: whidetestuser; Password: whidetest.Supplementary information:Supplementary data are available at Bioinformatics online.Contact:[email protected]
“WHIDE--a Web Tool For Visual Data Mining Colocation Patterns In Multivariate Bioimages.” Metadata:
- Title: ➤ WHIDE--a Web Tool For Visual Data Mining Colocation Patterns In Multivariate Bioimages.
- Authors: Kolling, JanLangenkamper, DanielAbouna, SylvieKhan, MichaelNattkemper, Tim W.
- Language: English
Edition Identifiers:
- Internet Archive ID: pubmed-PMC3324520
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2Visual Data Mining : Theory, Techniques And Tools For Visual Analytics
By Simoff, Simeon J., 1962-
This article is from Bioinformatics , volume 28 . Abstract Motivation: Bioimaging techniques rapidly develop toward higher resolution and dimension. The increase in dimension is achieved by different techniques such as multitag fluorescence imaging, Matrix Assisted Laser Desorption / Ionization (MALDI) imaging or Raman imaging, which record for each pixel an N-dimensional intensity array, representing local abundances of molecules, residues or interaction patterns. The analysis of such multivariate bioimages (MBIs) calls for new approaches to support users in the analysis of both feature domains: space (i.e. sample morphology) and molecular colocation or interaction. In this article, we present our approach WHIDE (Web-based Hyperbolic Image Data Explorer) that combines principles from computational learning, dimension reduction and visualization in a free web application.Results: We applied WHIDE to a set of MBI recorded using the multitag fluorescence imaging Toponome Imaging System. The MBI show field of view in tissue sections from a colon cancer study and we compare tissue from normal/healthy colon with tissue classified as tumor. Our results show, that WHIDE efficiently reduces the complexity of the data by mapping each of the pixels to a cluster, referred to as Molecular Co-Expression Phenotypes and provides a structural basis for a sophisticated multimodal visualization, which combines topology preserving pseudocoloring with information visualization. The wide range of WHIDE's applicability is demonstrated with examples from toponome imaging, high content screens and MALDI imaging (shown in the Supplementary Material).Availability and implementation: The WHIDE tool can be accessed via the BioIMAX website http://ani.cebitec.uni-bielefeld.de/BioIMAX/; Login: whidetestuser; Password: whidetest.Supplementary information:Supplementary data are available at Bioinformatics online.Contact:[email protected]
“Visual Data Mining : Theory, Techniques And Tools For Visual Analytics” Metadata:
- Title: ➤ Visual Data Mining : Theory, Techniques And Tools For Visual Analytics
- Author: Simoff, Simeon J., 1962-
- Language: English
“Visual Data Mining : Theory, Techniques And Tools For Visual Analytics” Subjects and Themes:
- Subjects: ➤ Computer graphics - Data mining - Information storage and retrieval systems - Computer science - Informatique
Edition Identifiers:
- Internet Archive ID: visualdatamining0000simo
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3DTIC ADA433370: Application Of Data Mining And Knowledge Discovery Techniques To Enhance Binary Target Detection And Decision-Making For Compromised Visual Images
By Defense Technical Information Center
In an effort to improve decision-making on the identity of unknown objects appearing in visual images when the surrounding environment may be noisy and cluttered, a highly sensitive target detection scheme is developed employing nonlinear dynamical equations. It is first shown that the signal to noise ratio of this particular operation on rudimentary signals can be amplified by a factor of over one million. This means (for elementary signals) that it is possible to effectively magnify the quality of information in an input signal. This procedure affords exciting opportunities in target detection. The input signal may be a sum of sine waves, it could be an auditory signal, or possibly a visual rendering of a scene. Since image processing is an area in which the original data are stationary in some sense (auditory signals suffer from nonstationary effects), the algorithm is applied to a visual rendering scene in a noisy environment. A description of the mathematical details of the algorithm used for the image enhancement is described in the appendix for completeness. The algorithm is based on a concept from nonlinear dynamics, termed stochastic resonance. Such a procedure has a biological basis, and may be termed biomimicry or biologically inspired.
“DTIC ADA433370: Application Of Data Mining And Knowledge Discovery Techniques To Enhance Binary Target Detection And Decision-Making For Compromised Visual Images” Metadata:
- Title: ➤ DTIC ADA433370: Application Of Data Mining And Knowledge Discovery Techniques To Enhance Binary Target Detection And Decision-Making For Compromised Visual Images
- Author: ➤ Defense Technical Information Center
- Language: English
“DTIC ADA433370: Application Of Data Mining And Knowledge Discovery Techniques To Enhance Binary Target Detection And Decision-Making For Compromised Visual Images” Subjects and Themes:
- Subjects: ➤ DTIC Archive - Repperger, D W - WRIGHT STATE UNIV DAYTON OH DEPT OF BIOMEDICAL AND HUMAN FACTORS ENGINEERING - *DECISION MAKING - *INFORMATION RETRIEVAL - *TARGET DETECTION - ALGORITHMS - IMAGE PROCESSING - OPTIMIZATION - STOCHASTIC PROCESSES - SIGNAL TO NOISE RATIO - SENSITIVITY - NONLINEAR SYSTEMS - RESONANCE - EQUATIONS - NONLINEAR ALGEBRAIC EQUATIONS - SINE WAVES - AUDITORY SIGNALS
Edition Identifiers:
- Internet Archive ID: DTIC_ADA433370
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The book is available for download in "texts" format, the size of the file-s is: 89.94 Mbs, the file-s for this book were downloaded 61 times, the file-s went public at Sat May 26 2018.
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4Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving
In an effort to improve decision-making on the identity of unknown objects appearing in visual images when the surrounding environment may be noisy and cluttered, a highly sensitive target detection scheme is developed employing nonlinear dynamical equations. It is first shown that the signal to noise ratio of this particular operation on rudimentary signals can be amplified by a factor of over one million. This means (for elementary signals) that it is possible to effectively magnify the quality of information in an input signal. This procedure affords exciting opportunities in target detection. The input signal may be a sum of sine waves, it could be an auditory signal, or possibly a visual rendering of a scene. Since image processing is an area in which the original data are stationary in some sense (auditory signals suffer from nonstationary effects), the algorithm is applied to a visual rendering scene in a noisy environment. A description of the mathematical details of the algorithm used for the image enhancement is described in the appendix for completeness. The algorithm is based on a concept from nonlinear dynamics, termed stochastic resonance. Such a procedure has a biological basis, and may be termed biomimicry or biologically inspired.
“Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving” Metadata:
- Title: ➤ Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving
- Language: English
“Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving” Subjects and Themes:
- Subjects: ➤ Data mining - Decision making - Geographic information systems - Exploration de données (Informatique) - Prise de décision - Systèmes d'information géographique
Edition Identifiers:
- Internet Archive ID: isbn_9781402029394
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The book is available for download in "texts" format, the size of the file-s is: 1326.47 Mbs, the file-s for this book were downloaded 17 times, the file-s went public at Wed Oct 04 2023.
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5NASA Technical Reports Server (NTRS) 20110023294: A Data Mining Project To Identify Cardiovascular Related Factors That May Contribute To Changes In Visual Acuity Within The US Astronaut Corps
By NASA Technical Reports Server (NTRS)
Many of the cardiovascular-related adaptations that occur in the microgravity environment are due, in part, to a well-characterized cephalad-fluid shift that is evidenced by facial edema and decreased lower limb circumference. It is believed that most of these alterations occur as a compensatory response necessary to maintain a "normal" blood pressure and cardiac output while in space. However, data from both flight and analog research suggest that in some instances these microgravity-induced alterations may contribute to cardiovascular-related pathologies. Most concerning is the potential relation between the vision disturbances experienced by some long duration crewmembers and changes in cerebral blood flow and intra-ocular pressure. The purpose of this project was to identify cardiovascular measures that may potentially distinguish individuals at risk for visual disturbances after long duration space flight. Toward this goal, we constructed a dataset from Medical Operation tilt/stand test evaluations pre- (days L-15-L-5) and immediate post-flight (day R+0) on 20 (3 females, 17 males). We restricted our evaluation to only crewmembers who participated in both shuttle and space station missions. Data analysis was performed using both descriptive and analytical methods (Stata 11.2, College Station, TX) and are presented as means +/- 95% CI. Crewmembers averaged 5207 (3447 - 8934) flight hours across both long (MIR-23 through Expedition16) and short (STS-27 through STS-101) duration missions between 1988 and 2008. The mean age of the crew at the time of their most recent shuttle flight was 41 (34-44) compared to 47 (40-54) years during their time on station. In order to focus our analysis (we did not have codes to separate out subjects by symptomotology) , we performed a visual inspection of each cardiovascular measures captured during testing and plotted them against stand time, pre- to post-flight, and between mission duration. It was found that pulse pressure most clearly differentiated the two mission types. Statistical analysis confirmed that pulse pressure was significantly higher before [45.6; (42.1 to 49.1)] and after [50.7; (46.9 to 54.6)] time on station compared with their most recent shuttle flight [31.6 (27.8 to 35.4), and 32.2 (28.3 to 36.0) respectively] even after correcting differences in age and cumulative number of mission hours. Without knowing the identity of which long duration crewmembers demonstrated visual changes, we were limited to examining whether certain crew regulate components of pulse pressure, systolic and diastolic blood pressure, differently due to microgravity exposure. To that end, we stratified crew into tertiles based on either their pre-flight measure of systolic or diastolic blood pressure. Those crew in the highest tertile for both systolic (lower tertile (n=8; 103-111), middle tertile (n=7; 113-121), and upper tertile (n=5; 125-136) and diastolic blood pressure (lower tertile (n=8; 58-64), middle tertile (n=7; 67-73), and upper tertile (n=5; 75-81) demonstrated less variability in pulse pressure between R+0 and L-10 (Figure 2). Interestingly, those crewmembers with the highest resting systolic blood pressure demonstrated either no change or in some instances an increase in total peripheral resistance, where those in the lower tertiles had lower values of total peripheral resistance compared to pre-flight levels. In this study, it was found that crewmembers in the highest tertile for both systolic and diastolic blood pressure demonstrated less variability in pulse pressure and that the decrease in variability was due in part to lower levels of compliance as indicated by similar or higher levels of total peripheral resistance after compared with before flight levels. Whether there is a relation between blood pressure regulation and total peripheral resistance in crew presenting with negative changes in visual acuity remains unknown.
“NASA Technical Reports Server (NTRS) 20110023294: A Data Mining Project To Identify Cardiovascular Related Factors That May Contribute To Changes In Visual Acuity Within The US Astronaut Corps” Metadata:
- Title: ➤ NASA Technical Reports Server (NTRS) 20110023294: A Data Mining Project To Identify Cardiovascular Related Factors That May Contribute To Changes In Visual Acuity Within The US Astronaut Corps
- Author: ➤ NASA Technical Reports Server (NTRS)
- Language: English
“NASA Technical Reports Server (NTRS) 20110023294: A Data Mining Project To Identify Cardiovascular Related Factors That May Contribute To Changes In Visual Acuity Within The US Astronaut Corps” Subjects and Themes:
- Subjects: ➤ NASA Technical Reports Server (NTRS) - CARDIOVASCULAR SYSTEM - VISUAL ACUITY - DATA MINING - BLOOD FLOW - BRAIN CIRCULATION - CARDIAC OUTPUT - FLUID SHIFTS (BIOLOGY) - MICROGRAVITY - LONG DURATION SPACE FLIGHT - BLOOD PRESSURE - DIASTOLIC PRESSURE - INSPECTION - EDEMA - RISK - Westby, Christian M. - Stein, Sydney P. - Platts, Steven H.
Edition Identifiers:
- Internet Archive ID: NASA_NTRS_Archive_20110023294
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6Visual Data Mining : The VisMiner Approach
By Anderson, Russell K
Many of the cardiovascular-related adaptations that occur in the microgravity environment are due, in part, to a well-characterized cephalad-fluid shift that is evidenced by facial edema and decreased lower limb circumference. It is believed that most of these alterations occur as a compensatory response necessary to maintain a "normal" blood pressure and cardiac output while in space. However, data from both flight and analog research suggest that in some instances these microgravity-induced alterations may contribute to cardiovascular-related pathologies. Most concerning is the potential relation between the vision disturbances experienced by some long duration crewmembers and changes in cerebral blood flow and intra-ocular pressure. The purpose of this project was to identify cardiovascular measures that may potentially distinguish individuals at risk for visual disturbances after long duration space flight. Toward this goal, we constructed a dataset from Medical Operation tilt/stand test evaluations pre- (days L-15-L-5) and immediate post-flight (day R+0) on 20 (3 females, 17 males). We restricted our evaluation to only crewmembers who participated in both shuttle and space station missions. Data analysis was performed using both descriptive and analytical methods (Stata 11.2, College Station, TX) and are presented as means +/- 95% CI. Crewmembers averaged 5207 (3447 - 8934) flight hours across both long (MIR-23 through Expedition16) and short (STS-27 through STS-101) duration missions between 1988 and 2008. The mean age of the crew at the time of their most recent shuttle flight was 41 (34-44) compared to 47 (40-54) years during their time on station. In order to focus our analysis (we did not have codes to separate out subjects by symptomotology) , we performed a visual inspection of each cardiovascular measures captured during testing and plotted them against stand time, pre- to post-flight, and between mission duration. It was found that pulse pressure most clearly differentiated the two mission types. Statistical analysis confirmed that pulse pressure was significantly higher before [45.6; (42.1 to 49.1)] and after [50.7; (46.9 to 54.6)] time on station compared with their most recent shuttle flight [31.6 (27.8 to 35.4), and 32.2 (28.3 to 36.0) respectively] even after correcting differences in age and cumulative number of mission hours. Without knowing the identity of which long duration crewmembers demonstrated visual changes, we were limited to examining whether certain crew regulate components of pulse pressure, systolic and diastolic blood pressure, differently due to microgravity exposure. To that end, we stratified crew into tertiles based on either their pre-flight measure of systolic or diastolic blood pressure. Those crew in the highest tertile for both systolic (lower tertile (n=8; 103-111), middle tertile (n=7; 113-121), and upper tertile (n=5; 125-136) and diastolic blood pressure (lower tertile (n=8; 58-64), middle tertile (n=7; 67-73), and upper tertile (n=5; 75-81) demonstrated less variability in pulse pressure between R+0 and L-10 (Figure 2). Interestingly, those crewmembers with the highest resting systolic blood pressure demonstrated either no change or in some instances an increase in total peripheral resistance, where those in the lower tertiles had lower values of total peripheral resistance compared to pre-flight levels. In this study, it was found that crewmembers in the highest tertile for both systolic and diastolic blood pressure demonstrated less variability in pulse pressure and that the decrease in variability was due in part to lower levels of compliance as indicated by similar or higher levels of total peripheral resistance after compared with before flight levels. Whether there is a relation between blood pressure regulation and total peripheral resistance in crew presenting with negative changes in visual acuity remains unknown.
“Visual Data Mining : The VisMiner Approach” Metadata:
- Title: ➤ Visual Data Mining : The VisMiner Approach
- Author: Anderson, Russell K
- Language: English
“Visual Data Mining : The VisMiner Approach” Subjects and Themes:
Edition Identifiers:
- Internet Archive ID: visualdatamining0000ande
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The book is available for download in "texts" format, the size of the file-s is: 545.13 Mbs, the file-s for this book were downloaded 32 times, the file-s went public at Fri Jun 03 2022.
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7Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving
By Kovalerchuk, Boris and Schwing, James
Many of the cardiovascular-related adaptations that occur in the microgravity environment are due, in part, to a well-characterized cephalad-fluid shift that is evidenced by facial edema and decreased lower limb circumference. It is believed that most of these alterations occur as a compensatory response necessary to maintain a "normal" blood pressure and cardiac output while in space. However, data from both flight and analog research suggest that in some instances these microgravity-induced alterations may contribute to cardiovascular-related pathologies. Most concerning is the potential relation between the vision disturbances experienced by some long duration crewmembers and changes in cerebral blood flow and intra-ocular pressure. The purpose of this project was to identify cardiovascular measures that may potentially distinguish individuals at risk for visual disturbances after long duration space flight. Toward this goal, we constructed a dataset from Medical Operation tilt/stand test evaluations pre- (days L-15-L-5) and immediate post-flight (day R+0) on 20 (3 females, 17 males). We restricted our evaluation to only crewmembers who participated in both shuttle and space station missions. Data analysis was performed using both descriptive and analytical methods (Stata 11.2, College Station, TX) and are presented as means +/- 95% CI. Crewmembers averaged 5207 (3447 - 8934) flight hours across both long (MIR-23 through Expedition16) and short (STS-27 through STS-101) duration missions between 1988 and 2008. The mean age of the crew at the time of their most recent shuttle flight was 41 (34-44) compared to 47 (40-54) years during their time on station. In order to focus our analysis (we did not have codes to separate out subjects by symptomotology) , we performed a visual inspection of each cardiovascular measures captured during testing and plotted them against stand time, pre- to post-flight, and between mission duration. It was found that pulse pressure most clearly differentiated the two mission types. Statistical analysis confirmed that pulse pressure was significantly higher before [45.6; (42.1 to 49.1)] and after [50.7; (46.9 to 54.6)] time on station compared with their most recent shuttle flight [31.6 (27.8 to 35.4), and 32.2 (28.3 to 36.0) respectively] even after correcting differences in age and cumulative number of mission hours. Without knowing the identity of which long duration crewmembers demonstrated visual changes, we were limited to examining whether certain crew regulate components of pulse pressure, systolic and diastolic blood pressure, differently due to microgravity exposure. To that end, we stratified crew into tertiles based on either their pre-flight measure of systolic or diastolic blood pressure. Those crew in the highest tertile for both systolic (lower tertile (n=8; 103-111), middle tertile (n=7; 113-121), and upper tertile (n=5; 125-136) and diastolic blood pressure (lower tertile (n=8; 58-64), middle tertile (n=7; 67-73), and upper tertile (n=5; 75-81) demonstrated less variability in pulse pressure between R+0 and L-10 (Figure 2). Interestingly, those crewmembers with the highest resting systolic blood pressure demonstrated either no change or in some instances an increase in total peripheral resistance, where those in the lower tertiles had lower values of total peripheral resistance compared to pre-flight levels. In this study, it was found that crewmembers in the highest tertile for both systolic and diastolic blood pressure demonstrated less variability in pulse pressure and that the decrease in variability was due in part to lower levels of compliance as indicated by similar or higher levels of total peripheral resistance after compared with before flight levels. Whether there is a relation between blood pressure regulation and total peripheral resistance in crew presenting with negative changes in visual acuity remains unknown.
“Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving” Metadata:
- Title: ➤ Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving
- Authors: Kovalerchuk, BorisSchwing, James
- Language: English
“Visual And Spatial Analysis : Advances In Data Mining Reasoning, And Problem Solving” Subjects and Themes:
- Subjects: Data mining - Decision making - Geographic information systems
Edition Identifiers:
- Internet Archive ID: ➤ springer_10.1007-978-1-4020-2958-5
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The book is available for download in "texts" format, the size of the file-s is: 267.42 Mbs, the file-s for this book were downloaded 1754 times, the file-s went public at Tue Dec 29 2015.
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