Abstract: There is disclosed a method. The method comprises, in response to a request from an inference consumer for inference data samples, obtaining inference data samples using a machine learning model. The method further comprises querying the obtained data samples to generate a filtered set of data samples. The method further comprises sending the filtered set of data samples to a training entity for training the machine learning model. The method further comprises sending the obtained inference data samples to the inference consumer.

Abstract: Systems, methods, and software for training a machine learning model. The system utilizes training data to train the machine learning model across multiple epochs. The system prepares additional training data by: selecting a set of samples that are unclassified, operating the machine learning model to predict labels that classify the samples, determining an uncertainty of the labels predicted by the machine learning model, calculating a ranking score for each of the samples in the set, selecting a subset of the samples that have more than a threshold ranking score, and submitting the subset to a client for replacement labels. The system receives the replacement labels from the client, and trains the machine learning model, using the subset of the samples as the training data. The labels predicted by the machine learning model for the subset are replaced with corresponding replacement labels from the client.

Abstract: A method provides location-dependent services for a terminal of a radio communication system, wherein the terminal receives information regarding at least one service from a local beacon transmitter, wherein transmissions of the beacon transmitter (BE) are compatible with transmissions of a base station of the radio communication system. The beacon transmitter is located in the radio cell of the base station. The terminal evaluates the received signals and, depending on the result of the evaluation, initiates a connection to a base station of the radio communication system.

Abstract: The invention relates to a method for routing data (d) in a mobile communications network with non-stationary relay stations (MS2), according to which data (d) is transmitted from a first station (MS1) to a target station (MS3) via a route (V12-V23), and, in the case that is not possible to conduct a direct transmission from the first station (MS1) to the target station (MS3), the data is received and relayed by the relay station (MS2) during the transmission on the route. The determination of the route (V12-V23) should preferably be carried out or updated in the first station (MS1) and/or in relay stations (MS2). The determination of the route (V12-V23) can be carried out, in particular, by using cards with routes, population information and/or topographical information. The determination of the route (V12-V23) can also or alternatively be carried out by using search programs for, in particular, statistically and/or iteratively ascertaining an optimized route.

Abstract: The invention relates to a method for transmitting data bits (B) in a communications system. Said bits are allocated to a communications connection and are present in a sequential manner. Transmission channels (Chi) which have been separated according to a CDMA method are provided in the communications system. An individual spread code (SCi) is allocated to said channels respectively. The inventive method comprises the following steps: C≧2 of the transmission channels (Chi) are allocated to the communications connection. Consecutive bits (B) are combined to form bit groups (BG), whereby each group is provided with at least one bit and M bits at the most. Several bit groups (BG) are allocated to each transmission channel (CHi) in such a way that bit groups that were adjacent before allocation are allocated to different transmission channels after the allocation. M≧1 consecutive bits (B) of the bit groups (BG) allocated thereto are combined to form symbols (SY) for each transmission channel (CHi).

Abstract: The present invention provides a method for controlling the transmission power requirements in a time division duplex wireless telecommunication system. The method uses the size of the data and Midamble in a burst and the change in rate matching to control the transmission power.

Abstract: A method of operating a high speed, error-free data transmission system in a noisy medium includes compressing data determined to be compressible, forward error correcting the data and interleaving the data in a bit matrix memory to enhance the forward error correction. Digital information packets are formulated including a header bearing a packet number, the total packet byte count, any packet number resend request, the data byte count of the actual data and a CRC. The digital information packet is loaded onto a transmitter carousel having a fixed number of sectors. The receiver receives the data, requests resend of any packet (by number) that is defective, error corrects if necessary and sequentially loads the packet onto a receiver carousel. Packets or sequential packet groups are removed from the carousel, selectively decompressed and the data words extracted and sent to the output.