Abstract: Systems and methods are disclosed to objectively identify sub-second behavioral modules in the three-dimensional (3D) video data that represents the motion of a subject. Defining behavioral modules based upon structure in the 3D video data itself— rather than using a priori definitions for what should constitute a measurable unit of action— identifies a previously-unexplored sub-second regularity that defines a timescale upon which behavior is organized, yields important information about the components and structure of behavior, offers insight into the nature of behavioral change in the subject, and enables objective discovery of subtle alterations in patterned action. The systems and methods of the invention can be applied to drug or gene therapy classification, drug or gene therapy screening, disease study including early detection of the onset of a disease, toxicology research, side-effect study, learning and memory process study, anxiety study, and analysis in consumer behavior.

Abstract: Systems and methods are disclosed to objectively identify sub-second behavioral modules in the three-dimensional (3D) video data that represents the motion of a subject. Defining behavioral modules based upon structure in the 3D video data itself—rather than using a priori definitions for what should constitute a measurable unit of action—identifies a previously-unexplored sub-second regularity that defines a timescale upon which behavior is organized, yields important information about the components and structure of behavior, offers insight into the nature of behavioral change in the subject, and enables objective discovery of subtle alterations in patterned action. The systems and methods of the invention can be applied to drug or gene therapy classification, drug or gene therapy screening, disease study including early detection of the onset of a disease, toxicology research, side-effect study, learning and memory process study, anxiety study, and analysis in consumer behavior.

Abstract: Systems and methods are disclosed to objectively identify sub-second behavioral modules in the three-dimensional (3D) video data that represents the motion of a subject. Defining behavioral modules based upon structure in the 3D video data itself—rather than using a priori definitions for what should constitute a measurable unit of action—identifies a previously-unexplored sub-second regularity that defines a timescale upon which behavior is organized, yields important information about the components and structure of behavior, offers insight into the nature of behavioral change in the subject, and enables objective discovery of subtle alterations in patterned action. The systems and methods of the invention can be applied to drug or gene therapy classification, drug or gene therapy screening, disease study including early detection of the onset of a disease, toxicology research, side-effect study, learning and memory process study, anxiety study, and analysis in consumer behavior.

Abstract: A device for detecting and recording animal behavior may include at least one corral that defines a contained field, the base surface of the at least one corral being sensitive to the animal's footprint. The device also includes an image capturing device that cooperates with the base surface to capture both a profile of the animal's full footprint and a profile of the animal's toe print when the animal is standing on its toes. In some embodiments, the device is capable of providing a stimulus to the animal and observing the resulting behavior of the animal via the image capturing device.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A system for facial analysis includes a camera, a data storage device and a data processing system. The camera takes video of a subjects face, and the data storage device receives and stores the video. The data processing system extracts a pose of the subjects face, and a representation of the subjects facial gesture state. The pose includes the angle and position of the subjects face. The representation includes facial keypoints that are a collection of points on the subjects face. The system then concatenates each data stream to align the data streams in time, extracts a plurality of facial syllables from the aligned data streams, and compiles the facial syllables into a series of state sequences. Based on the series of state sequences, the system extracts a behavioral fingerprint for the subject that provides a summary of the subjects state over a given period of time.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A device for detecting and recording animal behavior is provided. The device includes at least one corral that defines a contained field, the base surface of the at least one corral being sensitive to the animal's footprint. The device also includes an image capturing device that cooperates with the base surface to capture a first video frame in which at least one of a tail, body and head of the animal is illuminated by a light below the animal and a second video frame in which both a profile of a full footprint and a profile of a toe print of the animal when the animal is standing on its toes is illuminated by a light that is totally internally reflected within the base surface. A control system is arranged to control the image capturing device to capture the first and second video frames.

Abstract: A device for detecting and recording animal behavior is provided. The device includes at least one corral that defines a contained field, the base surface of the at least one corral being sensitive to the animal's footprint. The device also includes an image capturing device that cooperates with the base surface to capture both a profile of the animal's full footprint and a profile of the animal's toe print when the animal is standing on its toes. In some embodiments, the device is capable of providing a stimulus to the animal and observing the resulting behavior of the animal via the image capturing device.

Abstract: A device for detecting and recording animal behavior is provided. The device includes at least one corral that defines contained field, the base surface of the at least one corral being sensitive to the animal's footprint. The device also includes an image capturing device that cooperates with the base surface to capture both a profile of the animal's full footprint and a profile of the animal's toe print when the animal is standing on its toes. In some embodiments, the device is capable of providing a stimulus to the animal and observing the resulting behavior of the animal via the image capturing device.

Abstract: A device for detecting and recording animal behavior is provided. The device includes at least one corral that defines a contained field, the base surface of the at least one corral being sensitive to the animal's footprint. The device also includes an image capturing device that cooperates with the base surface to capture a first video frame in which at least one of a tail, body and head of the animal is illuminated by a light below the animal and a second video frame in which both a profile of a full footprint and a profile of a toe print of the animal when the animal is standing on its toes is illuminated by a light that is totally internally reflected within the base surface. A control system is arranged to control the image capturing device to capture the first and second video frames.

Abstract: Optimizing performance of a Java Virtual Machine (JVM) using an objective function is described. At least one computer hardware processor performs: identifying a set of parameter values corresponding to at least one hyper-parameter of the JVM, the identifying performed at least in part by using a probabilistic model of an objective function relating the at least one hyper-parameter of the JVM to measure performance of the JVM; evaluating the objective function at the identified set of parameter values to obtain a value identifying a measure of performance of the JVM when operated using the set of parameter values, the evaluating performed at least in part by executing the JVM when configured with the set of parameter values; and updating, based on the value identifying the measure of performance of the JVM, the probabilistic model of the objective function to obtain an updated probabilistic model of the objective function.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A device for detecting and recording animal behavior is provided. The device includes at least one corral that defines contained field, the base surface of the at least one corral being sensitive to the animal's footprint. The device also includes an image capturing device that cooperates with the base surface to capture both a profile of the animal's full footprint and a profile of the animal's toe print when the animal is standing on its toes. In some embodiments, the device is capable of providing a stimulus to the animal and observing the resulting behavior of the animal via the image capturing device.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.

Abstract: A method for studying the behavior of an animal in an experimental area including stimulating the animal using a stimulus device; collecting data from the animal using a data collection device; analyzing the collected data; and developing a quantitative behavioral primitive from the analyzed data. A system for studying the behavior of an animal in an experimental area including a stimulus device for stimulating the animal; a data collection device for collecting data from the animal; a device for analyzing the collected data; and a device for developing a quantitative behavioral primitive from the analyzed data. A computer implemented method, a computer system and a nontransitory computer readable storage medium related to the same. Also, a method and apparatus for automatically discovering, characterizing and classifying the behavior of an animal in an experimental area. Further, use of a depth camera and/or a touch sensitive device related to the same.