Abstract: Embodiments of the present disclosure provide for improved data imputation and use of imputed data in processing of downstream models. Some embodiments specially train a model that performs improved data imputation utilizing a specially-configured attention mechanism. Some embodiments train a model utilizing stratified masking. Some embodiments train a particular pre-processing layer of a downstream task-specific model to adaptively learn threshold values for imputing particular data. The pre-processing layer is usable to improve accuracy training and/or use of a downstream task-specific model based at least in part on the imputed data.

Abstract: Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for generating a plurality of training embeddings based on a pre-training dataset, wherein the plurality of training embeddings comprises one or more of descriptive embeddings, sequential ordering embeddings, age/time embeddings, locale embeddings, or encounter number embeddings; generating one or more initialized weights associated with respective one or more layers of a machine learning model based on the plurality of training embeddings; generating one or more fine-tuned weights for the machine learning model by updating at least a portion of the one or more initialized weights using a fine-tuning dataset associated with a target classification; and generating, using the machine learning model, one or more prediction scores for one or more prediction encounter data elements associated with the target classification, based on one or more input temporal sequence of encount

Abstract: Disclosed are methods and systems that make use of light scattering techniques, such as the use of a multiphoton laser-scanning microscope, to quantify the scattering directionality of second harmonic generation (SHG) from biopsy samples of cancer in order to predict efficacy of neoadjuvant chemotherapy.

Abstract: An environmental monitoring network has transportable, self-contained, environment sensing capsules, each capsule is water-proof, with first and second sections, the second section being hollow. Apertures in the capsule's housing enable fluid and gas entry wherein first sensor(s) disposed internal to the housing measure within the hollow, and second sensor(s) disposed external to the housing measure external to the housing. A controller and power system are connected to the first and second sensors and transmits measured data. An access entry way is on a side of the housing, enabling access to first sensors, controller system, power system, and the communication system. A central data server is configured to receive and analyze the measurement data sent from the capsules. There is a priority list of appropriate personnel for contact by the central data server in an event there is an emergency condition at a capsule location.

Abstract: Various embodiments of the present disclosure provide methods, apparatus, systems, computing devices, computing entities, and/or the like for improving machine learning model training based on receiving labeled training data objects, generating a normal prediction loss parameter, generating a global classification loss parameter, generating a composite loss parameter, and initiating the performance of one or more prediction-based operations.

Abstract: Embodiments provide for application of personalized or individualized sensor-based risk profiles for impacts of external events. An example method includes receiving sensor data from one or more sensors couplable with a subject body of a subject population comprising a plurality of subject bodies; receiving external factor data associated with the subject population; generating a population-level external event impact metric, where the population-level external event impact metric represents a predicted impact of one or more external events on a physiological or other metric of the subject population; generating a subject-level external impact metric, where the subject-level external event impact metric represents a predicted impact of the one or more external events on the physiological or other metric associated with the subject body; and initiating the performance of one or more prediction-based actions based on the subject-level external event impact metric.

Abstract: Embodiments of the present disclosure provide for improved data processing using interconnected variational autoencoder models, which may be used for any of a myriad of purposes. Some embodiments specially train the interconnected variational autoencoder models by utilizing different training scenarios corresponding to presence and/or absence of particular data in a training data set. Particular encoder(s) and/or decoder(s) from the specially trained interconnected variational autoencoder models may then be utilized to improve accuracy of the desired data processing tasks, for example, to generate particular output data.

Abstract: Embodiments of the disclosure provide for improved processing of data with different timescales, for example high-frequency data and low-frequency data. Embodiments specifically improve such processing of different timescale data processed by a machine learning model. Additionally or alternatively, some embodiments include improved processing of data with different timescales by selecting an optimal variant from a plurality of possible variants of a prediction model.

Abstract: Methods and apparatuses are described for secure storage and transmission of a cryptocurrency encryption key. The apparatus comprises a microprocessor, a security module comprising a memory storing a first private key and a first public key, a quantum computing module comprising a quantum chip with one or more qubits, a speaker, and a microphone. The microprocessor converts a random string generated by the quantum computing module into a second private key. The microprocessor creates a second public key using the second private key. The microprocessor encrypts the second private key using the first private key from the security module. The microprocessor generates a signature for the second public key using the first private key. The microprocessor generates, using the speaker, ultrasonic sound waves corresponding to the second public key and the signature, and transmits the ultrasonic sound waves to a remote computing device.

Abstract: Disclosed are methods and systems that make use of light scattering techniques, such as the use of a multiphoton laser-scanning microscope, to quantify the scattering directionality of second harmonic generation (SHG) from biopsy samples of cancer in order to predict efficacy of neoadjuvant chemotherapy.

Abstract: An electronic payment and authentication system that includes features to verify the authenticity of a payer, validate debit data, and facilitate debit (as opposed to credit) payment transactions. The electronic payment system allows a consumer to purchase items and services via a network while utilizing a debit transaction. The invention provides merchants with the ability to verify the identity of the consumer, determine if the consumer is a good debit transaction risk, and retrieve debit data associated with a particular consumer.

Abstract: An electronic payment and authentication system that includes features to verify the authenticity of a payer, validate debit data, and facilitate debit (as opposed to credit) payment transactions. The electronic payment system allows a consumer to purchase items and services via a network while utilizing a debit transaction. The invention provides merchants with the ability to verify the identity of the consumer, determine if the consumer is a good debit transaction risk, and retrieve debit data associated with a particular consumer.

Abstract: A system for generating and processing an electronic funding application is disclosed. The system includes a memory storing instructions and a processor configured to execute the instructions to transmit the electronic funding application to a client and enter financial data into the funding application. The financial data includes a magnetic ink character recognition (MICR) line, a currency amount, and an account identifier. The instructions further transmit the financial data to a server, validate at least a portion of the financial data by comparing a portion of the financial data to data representing valid demand deposit accounts, convert the MICR line to an item compatible with an automated clearing house (ACH) network, and submit the item and the currency amount to the ACH network. The currency amount is transferred from the demand deposit account of the customer to the financial account of the customer.

Abstract: An electronic payment and authentication system that includes features to verify the authenticity of a payer, validate debit data, and facilitate debit (as opposed to credit) payment transactions. The electronic payment system allows a consumer to purchase items and services via a network while utilizing a debit transaction. The invention provides merchants with the ability to verify the identity of the consumer, determine if the consumer is a good debit transaction risk, and retrieve debit data associated with a particular consumer.

Abstract: An electronic payment and authentication system that includes features to verify the authenticity of a payer, validate debit data, and facilitate debit (as opposed to credit) payment transactions. The electronic payment system allows a consumer to purchase items and services via a network while utilizing a debit transaction. The invention provides merchants with the ability to verify the identity of the consumer, determine if the consumer is a good debit transaction risk, and retrieve debit data associated with a particular consumer.

Abstract: A system for generating and processing an electronic funding application is disclosed. The system includes a memory storing instructions and a processor configured to execute the instructions to transmit the electronic funding application to a client and enter financial data into the funding application. The financial data includes a magnetic ink character recognition (MICR) line, a currency amount, and an account identifier. The instructions further transmit the financial data to a server, validate at least a portion of the financial data by comparing a portion of the financial data to data representing valid demand deposit accounts, convert the MICR line to an item compatible with an automated clearing house (ACH) network, and submit the item and the currency amount to the ACH network. The currency amount is transferred from the demand deposit account of the customer to the financial account of the customer.

Abstract: A system for generating and processing an electronic funding application is disclosed. The system includes a memory storing instructions and a processor configured to execute the instructions to transmit the electronic funding application to a client and enter financial data into the funding application. The financial data includes a magnetic ink character recognition (MICR) line, a currency amount, and an account identifier. The instructions further transmit the financial data to a server, validate at least a portion of the financial data by comparing a portion of the financial data to data representing valid demand deposit accounts, convert the MICR line to an item compatible with an automated clearing house (ACH) network, and submit the item and the currency amount to the ACH network. The currency amount is transferred from the demand deposit account of the customer to the financial account of the customer.

Abstract: An electronic payment and authentication system that includes features to verify the authenticity of a payer, validate debit data, and facilitate debit (as opposed to credit) payment transactions. The electronic payment system allows a consumer to purchase items and services via a network while utilizing a debit transaction. The invention provides merchants with the ability to verify the identity of the consumer, determine if the consumer is a good debit transaction risk, and retrieve debit data associated with a particular consumer.

Abstract: A system for generating and processing an electronic funding application is disclosed. The system includes a memory storing instructions and a processor configured to execute the instructions to transmit the electronic funding application to a client and enter financial data into the funding application. The financial data includes a magnetic ink character recognition (MICR) line, a currency amount, and an account identifier. The instructions further transmit the financial data to a server, validate at least a portion of the financial data by comparing a portion of the financial data to data representing valid demand deposit accounts, convert the MICR line to an item compatible with an automated clearing house (ACH) network, and submit the item and the currency amount to the ACH network. The currency amount is transferred from the demand deposit account of the customer to the financial account of the customer.

Abstract: It has been discovered that silodosin is effective in treating patients having symptoms associated with prostatitis with silodosin or a pharmaceutically acceptable salt thereof. In a preferred embodiment, patients are treated with 4 mg once daily.