Technologies for reducing connection time to a wireless access point includes recording wireless connection information in a log, computing parameters as a function of past wireless connection information in the log, generating an ordered list of wireless access points most likely to be available for reconnection at a desired time as a function of recent wireless connection information in the log, and directly probing a wireless access point instead of initiating a wireless access point scan. In some embodiments, computing parameters as a function of past wireless connection information in the log comprises performing genetic programming operations to generate prediction programs for later prediction of wireless access points most likely to be available for reconnection at a desired time.