WO2005010677A3 - Characterizing biological stimuli by response curves - Google Patents

Characterizing biological stimuli by response curves Download PDF

Info

Publication number
WO2005010677A3
WO2005010677A3 PCT/US2004/022519 US2004022519W WO2005010677A3 WO 2005010677 A3 WO2005010677 A3 WO 2005010677A3 US 2004022519 W US2004022519 W US 2004022519W WO 2005010677 A3 WO2005010677 A3 WO 2005010677A3
Authority
WO
WIPO (PCT)
Prior art keywords
response curves
stimulus
stimuli
cell
distance
Prior art date
Application number
PCT/US2004/022519
Other languages
French (fr)
Other versions
WO2005010677A2 (en
Inventor
Vadim Kutsyy
Daniel A Coleman
Eugeni A Vaisberg
Original Assignee
Cytokinetics Inc
Vadim Kutsyy
Daniel A Coleman
Eugeni A Vaisberg
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Cytokinetics Inc, Vadim Kutsyy, Daniel A Coleman, Eugeni A Vaisberg filed Critical Cytokinetics Inc
Priority to GB0601434A priority Critical patent/GB2423988A/en
Priority to EP04778162A priority patent/EP1646926A2/en
Publication of WO2005010677A2 publication Critical patent/WO2005010677A2/en
Publication of WO2005010677A3 publication Critical patent/WO2005010677A3/en

Links

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/69Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/698Matching; Classification
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61KPREPARATIONS FOR MEDICAL, DENTAL OR TOILETRY PURPOSES
    • A61K49/00Preparations for testing in vivo
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N33/00Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
    • G01N33/48Biological material, e.g. blood, urine; Haemocytometers
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F1/00Details not covered by groups G06F3/00 - G06F13/00 and G06F21/00
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133Distances to prototypes
    • G06F18/24143Distances to neighbourhood prototypes, e.g. restricted Coulomb energy networks [RCEN]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2218/00Aspects of pattern recognition specially adapted for signal processing
    • G06F2218/12Classification; Matching

Abstract

A method for calculating distances between stimulus response curves (e.g., dose response curves) allows classification of stimuli, The response curves show how the phenotype of one or more cells changes in response to varying levels of the stimulus. Each “point” on the curve represents quantitative phenotype or signature for cell(s) at a particular level of stimulus (e.g., dose of a therapeutic). The signatures are multivariate phenotypic representations of the cell (s). They include various features of the cell(s) obtained by image analysis. To facilitate the comparison of stimuli, distances between points on the response curves are calculated. First, the response curves may be aligned on a coordinate representing a separate distance, r, from a common point of negative control (e.g., the point where no stimulus is applied). Integration on r may be used to compute the distance between two response curves. The distance between response curves is used to classify stimuli.
PCT/US2004/022519 2003-07-18 2004-07-16 Characterizing biological stimuli by response curves WO2005010677A2 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
GB0601434A GB2423988A (en) 2003-07-18 2004-07-16 Characterizing biological stimuli by response curves
EP04778162A EP1646926A2 (en) 2003-07-18 2004-07-16 Characterizing biological stimuli by response curves

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US50904003P 2003-07-18 2003-07-18
US60/509,040 2003-07-18

Publications (2)

Publication Number Publication Date
WO2005010677A2 WO2005010677A2 (en) 2005-02-03
WO2005010677A3 true WO2005010677A3 (en) 2007-06-07

Family

ID=34103048

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2004/022519 WO2005010677A2 (en) 2003-07-18 2004-07-16 Characterizing biological stimuli by response curves

Country Status (4)

Country Link
US (1) US7246012B2 (en)
EP (1) EP1646926A2 (en)
GB (1) GB2423988A (en)
WO (1) WO2005010677A2 (en)

Families Citing this family (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6673554B1 (en) * 1999-06-14 2004-01-06 Trellie Bioinformatics, Inc. Protein localization assays for toxicity and antidotes thereto
WO2005010677A2 (en) * 2003-07-18 2005-02-03 Cytokinetics, Inc. Characterizing biological stimuli by response curves
EP1723573A2 (en) * 2004-01-28 2006-11-22 Atto Bioscience, Inc. Interpolated image response
WO2006019991A2 (en) * 2004-07-15 2006-02-23 Cheminage Corporation Method and apparatus for multimodal detection
US7876934B2 (en) * 2004-11-08 2011-01-25 Siemens Medical Solutions Usa, Inc. Method of database-guided segmentation of anatomical structures having complex appearances
US7679740B2 (en) * 2005-07-14 2010-03-16 Chemimage Corporation Method and apparatus for multimodal detection
EP1902301A4 (en) 2005-07-14 2010-09-22 Chemimage Corp Time and space resolved standoff hyperspectral ied explosives lidar detector
US8041090B2 (en) 2005-09-10 2011-10-18 Ge Healthcare Uk Limited Method of, and apparatus and computer software for, performing image processing
US8368880B2 (en) * 2005-12-23 2013-02-05 Chemimage Corporation Chemical imaging explosives (CHIMED) optical sensor using SWIR
GB2435923A (en) * 2006-03-09 2007-09-12 Cytokinetics Inc Cellular predictive models for toxicities
GB2435925A (en) * 2006-03-09 2007-09-12 Cytokinetics Inc Cellular predictive models for toxicities
WO2007139037A1 (en) * 2006-05-26 2007-12-06 Kyoto University Estimation of protein-compound interaction and rational design of compound library based on chemical genomic information
US20080120077A1 (en) * 2006-11-22 2008-05-22 Shih-Jong J. Lee Method for kinetic characterization from temporal image sequence
US7990532B2 (en) 2007-01-16 2011-08-02 Chemimage Corporation Method and apparatus for multimodal detection
DE102007017597A1 (en) 2007-04-13 2008-10-16 Klaus Winterscheidt Hotmelt e.g. for cleaning purposes, provided for all kinds as means for cleaning open, mineral surfaces, as well as interior and exterior tile joints
US9103714B2 (en) * 2009-10-06 2015-08-11 Chemimage Corporation System and methods for explosives detection using SWIR
WO2011119509A1 (en) * 2010-03-20 2011-09-29 Emsense Corporation Spatially constrained biosensory measurements to decode physiological states and user responses induced by marketing media
US20130073221A1 (en) * 2011-09-16 2013-03-21 Daniel Attinger Systems and methods for identification of fluid and substrate composition or physico-chemical properties
US8744165B2 (en) * 2012-07-19 2014-06-03 Sony Corporation Method and apparatus for stain separation in digital pathology images
US9336302B1 (en) 2012-07-20 2016-05-10 Zuci Realty Llc Insight and algorithmic clustering for automated synthesis
CN104884632B (en) * 2012-12-27 2018-01-02 索尼公司 cell analysis system and cell analysis method
EP3037514B1 (en) 2013-11-08 2018-12-26 Sony Corporation Cell analysis system, cell analysis program, and cell analysis method
CN108140240B (en) * 2015-08-12 2022-05-31 分子装置有限公司 System and method for automated analysis of phenotypic responses of cells
EP3520004A2 (en) * 2016-09-30 2019-08-07 GE Healthcare Bio-Sciences Corp. Computer device for detecting an optimal candidate compound and methods thereof
US11205103B2 (en) 2016-12-09 2021-12-21 The Research Foundation for the State University Semisupervised autoencoder for sentiment analysis
CN113790759B (en) * 2021-09-16 2023-09-29 滁州职业技术学院 Multi-sensor fusion type building measurement robot and control method thereof

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20050137806A1 (en) * 2003-07-18 2005-06-23 Cytokinetics, Inc. A Delaware Corporation Characterizing biological stimuli by response curves
US6936012B2 (en) * 2001-06-18 2005-08-30 Neurometrix, Inc. Method and apparatus for identifying constituent signal components from a plurality of evoked physiological composite signals

Family Cites Families (85)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
SE455736B (en) 1984-03-15 1988-08-01 Sarastro Ab PROCEDURE KIT AND MICROPHOTOMETRATION AND ADDITIONAL IMAGE COMPOSITION
DE3481644D1 (en) 1984-12-10 1990-04-19 Prutec Ltd METHOD FOR THE OPTICAL DETECTION OF PARAMETERS OF SUBSTANCES IN A LIQUID ANALYT.
US5016283A (en) 1985-11-04 1991-05-14 Cell Analysis Systems, Inc. Methods and apparatus for immunoploidy analysis
US4741043B1 (en) 1985-11-04 1994-08-09 Cell Analysis Systems Inc Method of and apparatus for image analyses of biological specimens
US4922092A (en) 1986-11-26 1990-05-01 Image Research Limited High sensitivity optical imaging apparatus
US4965725B1 (en) 1988-04-08 1996-05-07 Neuromedical Systems Inc Neural network based automated cytological specimen classification system and method
US4959301A (en) 1988-04-22 1990-09-25 Massachusetts Institute Of Technology Process for rapidly enumerating viable entities
US5162990A (en) 1990-06-15 1992-11-10 The United States Of America As Represented By The United States Navy System and method for quantifying macrophage phagocytosis by computer image analysis
JP2510771B2 (en) 1990-07-25 1996-06-26 株式会社日立製作所 Method and system for diagnosing activity of cultured organism
US5235522A (en) 1990-10-10 1993-08-10 Cell Analysis Systems, Inc. Method and apparatus for automated analysis of biological specimens
US5784162A (en) 1993-08-18 1998-07-21 Applied Spectral Imaging Ltd. Spectral bio-imaging methods for biological research, medical diagnostics and therapy
US5991028A (en) 1991-02-22 1999-11-23 Applied Spectral Imaging Ltd. Spectral bio-imaging methods for cell classification
US5790710A (en) 1991-07-12 1998-08-04 Jeffrey H. Price Autofocus system for scanning microscopy
US5548661A (en) 1991-07-12 1996-08-20 Price; Jeffrey H. Operator independent image cytometer
US5326691A (en) 1991-11-21 1994-07-05 John Hozier Micro-libraries and methods of making and manipulating them methods for generating and analyzing micro-libraries
US5655028A (en) 1991-12-30 1997-08-05 University Of Iowa Research Foundation Dynamic image analysis system
IL101522A (en) 1992-04-08 1997-09-30 Combact Imaging Systems Ltd Detection of microorganisms in a sample and determination of the sensitivity of microorganisms to antibiotics
US5355215A (en) 1992-09-30 1994-10-11 Environmental Research Institute Of Michigan Method and apparatus for quantitative fluorescence measurements
US6026174A (en) 1992-10-14 2000-02-15 Accumed International, Inc. System and method for automatically detecting malignant cells and cells having malignancy-associated changes
US5889881A (en) 1992-10-14 1999-03-30 Oncometrics Imaging Corp. Method and apparatus for automatically detecting malignancy-associated changes
GB9223259D0 (en) 1992-11-06 1992-12-23 Quatro Biosystems Ltd Method and apparatus for image analysis
US5733721A (en) 1992-11-20 1998-03-31 The Board Of Regents Of The University Of Oklahoma Cell analysis method using quantitative fluorescence image analysis
US6690817B1 (en) 1993-08-18 2004-02-10 Applied Spectral Imaging Ltd. Spectral bio-imaging data for cell classification using internal reference
US5776748A (en) 1993-10-04 1998-07-07 President And Fellows Of Harvard College Method of formation of microstamped patterns on plates for adhesion of cells and other biological materials, devices and uses therefor
US5352613A (en) 1993-10-07 1994-10-04 Tafas Triantafillos P Cytological screening method
EP0745243B9 (en) 1994-02-14 2008-01-02 AutoCyte North Carolina LLC Automated cytological specimen classification methods
US5932872A (en) 1994-07-01 1999-08-03 Jeffrey H. Price Autofocus system for scanning microscopy having a volume image formation
JPH10502466A (en) 1994-07-01 1998-03-03 ジェフレイ エイチ. プライス, Autofocus system for scanning microscopy
US5790692A (en) 1994-09-07 1998-08-04 Jeffrey H. Price Method and means of least squares designed filters for image segmentation in scanning cytometry
US5768412A (en) 1994-09-19 1998-06-16 Hitachi, Ltd. Region segmentation method for particle images and apparatus thereof
US5978497A (en) 1994-09-20 1999-11-02 Neopath, Inc. Apparatus for the identification of free-lying cells
US5777888A (en) 1995-08-09 1998-07-07 Regents Of The University Of California Systems for generating and analyzing stimulus-response output signal matrices
DE69604298T2 (en) 1995-09-22 2000-05-18 Bioimage A S Soeborg VARIANTS OF THE GREEN FLUORESCENCE PROTEIN, GFP
US5902732A (en) 1995-10-04 1999-05-11 Cytoscan Sciences Llc Drug screening process measuring changes in cell volume
EP0864082B1 (en) 1995-11-30 2003-04-02 Chromavision Medical Systems, Inc. Method for automated image analysis of biological specimens
US6151405A (en) 1996-11-27 2000-11-21 Chromavision Medical Systems, Inc. System and method for cellular specimen grading
US6165734A (en) 1995-12-12 2000-12-26 Applied Spectral Imaging Ltd. In-situ method of analyzing cells
US5893095A (en) 1996-03-29 1999-04-06 Virage, Inc. Similarity engine for content-based retrieval of images
KR20000010533A (en) 1996-04-19 2000-02-15 텍사스 테크 유니버시티 Fluorescent chelates as visual tissue specific imaging agents
US6103479A (en) 1996-05-30 2000-08-15 Cellomics, Inc. Miniaturized cell array methods and apparatus for cell-based screening
US5989835A (en) 1997-02-27 1999-11-23 Cellomics, Inc. System for cell-based screening
DE69738996D1 (en) 1996-05-30 2008-10-30 Cellomics Inc MINIATURIZED CELL ARRANGEMENT AND METHOD AND DEVICE FOR SCREENING BY CELLS
US5804436A (en) 1996-08-02 1998-09-08 Axiom Biotechnologies, Inc. Apparatus and method for real-time measurement of cellular response
US6008010A (en) 1996-11-01 1999-12-28 University Of Pittsburgh Method and apparatus for holding cells
WO1998029736A1 (en) 1996-12-31 1998-07-09 Genometrix Incorporated Multiplexed molecular analysis apparatus and method
US5995143A (en) 1997-02-07 1999-11-30 Q3Dm, Llc Analog circuit for an autofocus microscope system
JP3683591B2 (en) 1997-02-27 2005-08-17 セロミックス インコーポレイテッド Cell-based screening system
DE69837118T2 (en) 1997-04-07 2007-12-27 Fisher Biolmage Aps A method for screening substances for their effect on cAMP levels based on intracellular translocation of PKA
US6169816B1 (en) 1997-05-14 2001-01-02 Applied Imaging, Inc. Identification of objects of interest using multiple illumination schemes and finding overlap of features in corresponding multiple images
EP1007737A4 (en) 1997-07-25 2002-07-03 Affymetrix Inc System for providing a polymorphism database
AU8846498A (en) 1997-08-07 1999-03-01 Imaging Research, Inc. A digital imaging system for assays in well plates, gels and blots
ATE282860T1 (en) 1997-09-11 2004-12-15 Randox Lab Ltd METHOD AND DEVICE FOR IMAGE ANALYSIS
GB9720987D0 (en) 1997-10-01 1997-12-03 Biocure Ltd A multicellular in vitro assay of angiogenesis
US5962250A (en) 1997-10-28 1999-10-05 Glaxo Group Limited Split multi-well plate and methods
AU2241899A (en) 1998-01-29 1999-08-16 Ribozyme Pharmaceuticals, Inc. Image acquisition and image analysis of biological material
WO1999044062A1 (en) 1998-02-25 1999-09-02 The United States Of America As Represented By The Secretary Department Of Health And Human Services Cellular arrays for rapid molecular profiling
EP1071809B1 (en) 1998-04-17 2003-08-27 Rigel Pharmaceuticals, Inc. Multiparameter facs assays to detect alterations in cellular parameters
US6518035B1 (en) 1998-06-02 2003-02-11 Rosetta Inpharmatics, Inc. Targeted methods of drug screening using co-culture methods
WO1999067739A1 (en) 1998-06-25 1999-12-29 University Of Iowa Research Foundation Three dimensional dynamic image analysis system
AU4992599A (en) 1998-07-13 2000-02-01 Cellomics, Inc. A system for cell-based screening
AU5123899A (en) 1998-07-27 2000-02-21 Applied Spectral Imaging Ltd. (in situ) method of analyzing cells
AU6048599A (en) 1998-09-18 2000-04-10 Cellomics, Inc. A system for cell-based screening
EP1123499A2 (en) 1998-09-22 2001-08-16 Cellomics, Inc. Miniaturized cell array methods and apparatus for cell-based screening
US6146830A (en) 1998-09-23 2000-11-14 Rosetta Inpharmatics, Inc. Method for determining the presence of a number of primary targets of a drug
DE69903337T2 (en) 1998-10-30 2003-08-21 Cellomics Inc A CELL-BASED SCREENING SYSTEM
AU1615600A (en) 1998-11-13 2000-06-05 Cellomics, Inc. Methods and system for efficient collection and storage of experimental data
IL127359A0 (en) 1998-12-01 1999-10-28 Yeda Res & Dev Computerized adaptive imaging
US6222093B1 (en) 1998-12-28 2001-04-24 Rosetta Inpharmatics, Inc. Methods for determining therapeutic index from gene expression profiles
US6640014B1 (en) 1999-01-22 2003-10-28 Jeffrey H. Price Automatic on-the-fly focusing for continuous image acquisition in high-resolution microscopy
WO2000049540A1 (en) 1999-02-19 2000-08-24 Cellomics, Inc. Method and system for dynamic storage retrieval and analysis of experimental data with determined relationships
AU3605600A (en) 1999-02-26 2000-09-14 Cellomics, Inc. A system for cell-based screening
ATE242486T1 (en) 1999-04-01 2003-06-15 Cellomics Inc MINIATURIZED CELL ARRANGEMENT METHODS AND CELL-BASED SCREENING DEVICE
BR0010068A (en) 1999-04-26 2002-12-17 Surromed Inc Identification system of the phenotypic and biological marker
US6876760B1 (en) 2000-12-04 2005-04-05 Cytokinetics, Inc. Classifying cells based on information contained in cell images
US7151847B2 (en) 2001-02-20 2006-12-19 Cytokinetics, Inc. Image analysis of the golgi complex
AU4847100A (en) 1999-05-14 2000-12-05 Cytokinetics, Inc. Method and apparatus for predictive cellular bioinformatics
US20030228565A1 (en) 2000-04-26 2003-12-11 Cytokinetics, Inc. Method and apparatus for predictive cellular bioinformatics
US6651008B1 (en) 1999-05-14 2003-11-18 Cytokinetics, Inc. Database system including computer code for predictive cellular bioinformatics
US6743576B1 (en) 1999-05-14 2004-06-01 Cytokinetics, Inc. Database system for predictive cellular bioinformatics
WO2001035072A2 (en) 1999-11-09 2001-05-17 Cellomics, Inc. A system for cell-based screening
AU2001270126A1 (en) 2000-06-23 2002-01-08 Cytokinetics, Inc. Image analysis for phenotyping sets of mutant cells
EP1299761B1 (en) 2000-07-11 2006-05-31 Arizona State University Optical mems switching appray with embedded beam-confining channels and method of operating same
US6599694B2 (en) 2000-12-18 2003-07-29 Cytokinetics, Inc. Method of characterizing potential therapeutics by determining cell-cell interactions
US6956961B2 (en) 2001-02-20 2005-10-18 Cytokinetics, Inc. Extracting shape information contained in cell images
US6658143B2 (en) 2002-04-29 2003-12-02 Amersham Biosciences Corp. Ray-based image analysis for biological specimens

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6936012B2 (en) * 2001-06-18 2005-08-30 Neurometrix, Inc. Method and apparatus for identifying constituent signal components from a plurality of evoked physiological composite signals
US20050137806A1 (en) * 2003-07-18 2005-06-23 Cytokinetics, Inc. A Delaware Corporation Characterizing biological stimuli by response curves

Also Published As

Publication number Publication date
EP1646926A2 (en) 2006-04-19
US7246012B2 (en) 2007-07-17
WO2005010677A2 (en) 2005-02-03
US20050137806A1 (en) 2005-06-23
GB0601434D0 (en) 2006-03-08
GB2423988A (en) 2006-09-13

Similar Documents

Publication Publication Date Title
WO2005010677A3 (en) Characterizing biological stimuli by response curves
Martínez-Abadías et al. Pervasive genetic integration directs the evolution of human skull shape
Machado et al. Evolution of morphological integration in the skull of Carnivora (Mammalia): changes in Canidae lead to increased evolutionary potential of facial traits
Banašek-Richter et al. Sampling effects and the robustness of quantitative and qualitative food-web descriptors
WO2005111999A3 (en) System and method for analyzing and improving a discourse engaged in by a number of interacting agents
WO2010002947A3 (en) System and method for providing health management services to a population of members
RU2008126210A (en) METHOD FOR DETECTING NERVOUS DEGENERATIVE DISEASE, DETECTION PROGRAM AND DETECTOR
WO2006045004A3 (en) System and method for obtaining, storing, and processing immunologic information of individuals and populations
EP2416270A3 (en) Module-level analysis of peripheral blood leukocyte transcriptional profiles
WO2007015869A3 (en) Spoken language proficiency assessment by computer
Heyse A false discovery rate procedure for categorical data
WO2007041134A3 (en) Computer method and system for predicting physical properties using a conceptual segment model
Mistry et al. A cross-laboratory comparison of expression profiling data from normal human postmortem brain
Cross On judgments of magnitude
Aristide et al. Multiple factors behind early diversification of skull morphology in the continental radiation of New World monkeys
van der Meer et al. Genetic diversity and spatial genetic structure of the grassland perennial Saxifraga granulata along two river systems
La Rosa et al. Hypothesis testing of metagenomic data
Speidel et al. Genetic analysis of longitudinal data in beef cattle: a review
CN105184710A (en) Mutual evaluation method for homework of students during online course
WO2012005764A3 (en) System for the quantification of system-wide dynamics in complex networks
MY196578A (en) Method for Determining Stage of Periodontal Disease
Weaver Brief Communication: Quantitative‐and molecular‐genetic differentiation in humans and chimpanzees: Implications for the evolutionary processes underlying cranial diversification
Padmanabhan et al. Adaptive penalized D-optimal designs for dose finding based on continuous efficacy and toxicity
Gustafsson et al. Quantifying operational risk guided by kernel smoothing and continuous credibility: a practitioners view
US20180060483A1 (en) Method for predicting therapeutic efficacy of combined drug by machine learning ensemble model

Legal Events

Date Code Title Description
AK Designated states

Kind code of ref document: A2

Designated state(s): AE AG AL AM AT AU AZ BA BB BG BR BW BY BZ CA CH CN CO CR CU CZ DE DK DM DZ EC EE EG ES FI GB GD GE GH GM HR HU ID IL IN IS JP KE KG KP KR KZ LC LK LR LS LT LU LV MA MD MG MK MN MW MX MZ NA NI NO NZ OM PG PH PL PT RO RU SC SD SE SG SK SL SY TJ TM TN TR TT TZ UA UG US UZ VC VN YU ZA ZM ZW

AL Designated countries for regional patents

Kind code of ref document: A2

Designated state(s): BW GH GM KE LS MW MZ NA SD SL SZ TZ UG ZM ZW AM AZ BY KG KZ MD RU TJ TM AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HU IE IT LU MC NL PL PT RO SE SI SK TR BF BJ CF CG CI CM GA GN GQ GW ML MR NE SN TD TG

121 Ep: the epo has been informed by wipo that ep was designated in this application
WWE Wipo information: entry into national phase

Ref document number: 2004778162

Country of ref document: EP

WWE Wipo information: entry into national phase

Ref document number: 0601434.4

Country of ref document: GB

Ref document number: 0601434

Country of ref document: GB

WWP Wipo information: published in national office

Ref document number: 2004778162

Country of ref document: EP