Abstract: Systems are provided for using machine learning to identify service accounts and/or for distinguishing service accounts from user accounts based on the user names of the accounts. Machine learning tools can be trained on user name label data for service accounts and user accounts. The trained machine learning tool can then be applied to user names of accounts to determine whether the user names correspond to service accounts or not and, in some instances, without referencing tables or other structures that explicitly identify and distinguish the service/user accounts and/or conventions for identifying service accounts. Then, the systems can respond appropriately, based on the determination. The machine learning tool can also be shared with other systems to make the same determinations for their accounts without having to share confidential or proprietary account information.

Abstract: Search results are provided with personalized deeplinks for an end user. User behavior information is gathered regarding web pages visited by the end user. When the end user submits a search query, the website category of a search result is identified and user behavior information regarding web pages visited at other websites within the website category is identified. At least one deeplink is selected for the search result based on that user behavior information. In some instances, user behavior information may be tracked for a group of end users. The user behavior information for the group of end users may be used in conjunction with the user behavior information for the end user to facilitate deeplink selections for search results returned in response to search queries from the end user.

Abstract: Search results are provided with personalized deeplinks for an end user. User behavior information is gathered regarding web pages visited by the end user. When the end user submits a search query, the website category of a search result is identified and user behavior information regarding web pages visited at other websites within the website category is identified. At least one deeplink is selected for the search result based on that user behavior information. In some instances, user behavior information may be tracked for a group of end users. The user behavior information for the group of end users may be used in conjunction with the user behavior information for the end user to facilitate deeplink selections for search results returned in response to search queries from the end user.

Abstract: Search results are provided with personalized deeplinks for an end user. User behavior information is gathered regarding web pages visited by the end user. When the end user submits a search query, the website category of a search result is identified and user behavior information regarding web pages visited at other websites within the website category is identified. At least one deeplink is selected for the search result based on that user behavior information. In some instances, user behavior information may be tracked for a group of end users. The user behavior information for the group of end users may be used in conjunction with the user behavior information for the end user to facilitate deeplink selections for search results returned in response to search queries from the end user.

Abstract: Parameterized actions are provided with search results to allow users to enter parameter values and perform the actions directly from the search results. By analyzing websites in a category, a parameterized action available at the websites and common parameters may be identified. When an end user performs a search that returns a web page result from a website having the parameterized action, an indication of the parameterized and common parameters may be provided as part of the search result. Additionally, user interface elements may allow the end user to enter parameter values to perform the parameterized action directly from the search result. In some instances, user context may be employed to pre-populate parameter values in the search result.

Abstract: Parameterized actions are provided with search results to allow users to enter parameter values and perform the actions directly from the search results. By analyzing websites in a category, a parameterized action available at the websites and common parameters may be identified. When an end user performs a search that returns a web page result from a website having the parameterized action, an indication of the parameterized and common parameters may be provided as part of the search result. Additionally, user interface elements may allow the end user to enter parameter values to perform the parameterized action directly from the search result. In some instances, user context may be employed to pre-populate parameter values in the search result.

Abstract: Search results are provided with personalized deeplinks for an end user. User behavior information is gathered regarding web pages visited by the end user. When the end user submits a search query, the website category of a search result is identified and user behavior information regarding web pages visited at other websites within the website category is identified. At least one deeplink is selected for the search result based on that user behavior information. In some instances, user behavior information may be tracked for a group of end users. The user behavior information for the group of end users may be used in conjunction with the user behavior information for the end user to facilitate deeplink selections for search results returned in response to search queries from the end user.