Abstract: Systems, devices, and methods of protecting electronic or Internet-connected devices against fraudulent and malicious activities. A Data Collector and Mediator Unit monitors network traffic, and generates datasets of network traffic; each dataset includes network traffic monitored within a time-slot having a particular fixed time-length. A Predictor Unit includes a Features Extractor, to extract features from the datasets; and a Machine Learning (ML) unit, to run the extracted features through a ML model and to classify a particular traffic-portion as being either (I) an anomalous traffic-portion that is associated with fraudulent or malicious activity, or (II) a non-anomalous traffic-portion that is not-associated with fraudulent or malicious activity. The ML unit operates on both (i) anomalies in traffic patterns, and (ii) anomalies of user behavior and/or device behavior.

Abstract: Systems, devices, and methods of protecting electronic or Internet-connected devices against fraudulent and malicious activities. A Data Collector and Mediator Unit monitors network traffic, and generates datasets of network traffic; each dataset includes network traffic monitored within a time-slot having a particular fixed time-length. A Predictor Unit includes a Features Extractor, to extract features from the datasets; and a Machine Learning (ML) unit, to run the extracted features through a ML model and to classify a particular traffic-portion as being either (I) an anomalous traffic-portion that is associated with fraudulent or malicious activity, or (II) a non-anomalous traffic-portion that is not-associated with fraudulent or malicious activity. The ML unit operates on both (i) anomalies in traffic patterns, and (ii) anomalies of user behavior and/or device behavior.

Abstract: A biopesticide composition contains a synergistic bioactive core consisting of essential oil, oleoresin, aqueous, alcoholic or hydroalcoholic extract of root or rhizomes of Zingiber officinale Roscoe and cinnamaldehyde or source of cinnamaldehyde. The composition may contain at least one secondary component and/or inert substances. A method is used for obtaining the biopesticide composition. The biopesticide composition is used in agriculture, parks and sports facilities against pests belonging to the whitefly group.

Abstract: Buildup of scale on polished rods extending above certain stuffing boxes on wells producing relatively large amounts of brine incidental to oil production in arid regions is prevented by employing a rigid upper wiper ring in combination with a lower retaining ring in combination with a wiper assembly positioned above the stuffing box.