langevitour displays interactive animated 2D projections of high-dimensional datasets. Langevin Dynamics is used to produce a smooth path of projections. Projections are initially explored at random. A "guide" can be activated to look for an informative projection, or variables can be manually positioned. After a projection of particular interest has been found, continuing small motions provide a channel of visual information not present in a static scatter plot. langevitour is implemented in Javascript, allowing for a high frame rate and responsive interaction, and can be used directly from the R environment or embedded in HTML documents produced using R. Single cell RNA-sequencing (scRNA-Seq) data is used to demonstrate the widget. langevitour's linear projections provide a less distorted view of this data than commonly used non-linear dimensionality reductions such as UMAP.
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Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R ChinaXinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
Wang, Hai-Yun
Zhao, Jian-Ping
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Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
Xinjiang Univ, Inst Math & Phys, Urumqi 830046, Peoples R ChinaXinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
Zhao, Jian-Ping
Zheng, Chun-Hou
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Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
Anhui Univ, Sch Artificial Intelligence, Hefei 230039, Peoples R ChinaXinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
Zheng, Chun-Hou
Su, Yan-Sen
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Anhui Univ, Sch Artificial Intelligence, Hefei 230039, Peoples R ChinaXinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Peoples R China
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Univ Washington, Dept Elect Engn, Seattle, WA 98195 USAUniv Washington, Dept Elect Engn, Seattle, WA 98195 USA
Mukherjee, Sumit
Zhang, Yue
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Univ Washington, Paul G Allen Sch Comp Sci & Engn, Seattle, WA 98195 USAUniv Washington, Dept Elect Engn, Seattle, WA 98195 USA
Zhang, Yue
Fan, Joshua
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Univ Washington, Paul G Allen Sch Comp Sci & Engn, Seattle, WA 98195 USAUniv Washington, Dept Elect Engn, Seattle, WA 98195 USA
Fan, Joshua
Seelig, Georg
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Univ Washington, Dept Elect Engn, Seattle, WA 98195 USA
Univ Washington, Paul G Allen Sch Comp Sci & Engn, Seattle, WA 98195 USAUniv Washington, Dept Elect Engn, Seattle, WA 98195 USA
Seelig, Georg
Kannan, Sreeram
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Univ Washington, Dept Elect Engn, Seattle, WA 98195 USAUniv Washington, Dept Elect Engn, Seattle, WA 98195 USA
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Michigan State Univ, Dept Math, E Lansing, MI 48824 USA
Georgia Inst Technol, Sch Math, Atlanta, GA USAMichigan State Univ, Dept Math, E Lansing, MI 48824 USA
Hozumi, Yuta
Wei, Guo-Wei
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Michigan State Univ, Dept Math, E Lansing, MI 48824 USA
Michigan State Univ, Dept Elect & Comp Engn, E Lansing, MI 48824 USA
Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USAMichigan State Univ, Dept Math, E Lansing, MI 48824 USA
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Indian Stat Inst, Machine Intelligence Unit, Kolkata 700108, W Bengal, India
Univ Calcutta, Dept Comp Sci & Engn, Kolkata 700098, W Bengal, IndiaIndian Stat Inst, Machine Intelligence Unit, Kolkata 700108, W Bengal, India
Sinha, Debajyoti
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Kumar, Akhilesh
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Kumar, Himanshu
Bandyopadhyay, Sanghamitra
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Indian Stat Inst, Machine Intelligence Unit, Kolkata 700108, W Bengal, IndiaIndian Stat Inst, Machine Intelligence Unit, Kolkata 700108, W Bengal, India
Bandyopadhyay, Sanghamitra
Sengupta, Debarka
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Indraprastha Inst Informat Technol, Ctr Computat Biol, Delhi 110020, India
Indraprastha Inst Informat Technol, Dept Comp Sci & Engn, Delhi 110020, IndiaIndian Stat Inst, Machine Intelligence Unit, Kolkata 700108, W Bengal, India
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Inst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South KoreaInst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
Kim, Hyun
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Chang, Won
Chae, Seok Joo
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Inst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
Korea Adv Inst Sci & Technol, Dept Math Sci, Daejeon 34141, South KoreaInst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
Chae, Seok Joo
Park, Jong-Eun
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Korea Adv Inst Sci & Technol, Grad Sch Med Sci & Engn, Daejeon 34141, South KoreaInst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
Park, Jong-Eun
Seo, Minseok
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Korea Univ, Dept Comp & Informat Sci, Sejong 30019, South KoreaInst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
Seo, Minseok
Kim, Jae Kyoung
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Inst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
Korea Adv Inst Sci & Technol, Dept Math Sci, Daejeon 34141, South KoreaInst for Basic Sci Korea, Pioneer Res Ctr Math & Computat Sci, Biomed Math Grp, Daejeon 34126, South Korea
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Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
Jiang, Ruochen
Sun, Tianyi
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Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
Sun, Tianyi
Song, Dongyuan
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Univ Calif Los Angeles, Bioinformat Interdept PhD Program, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
Song, Dongyuan
Li, Jingyi Jessica
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Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Dept Human Genet, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Dept Computat Med, Los Angeles, CA 90095 USA
Univ Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USAUniv Calif Los Angeles, Dept Stat, Los Angeles, CA 90095 USA