Prior art — US Patent 11875275

To identify the most relevant prior art for US patent 11875275, I will search the USPTO database for the patent's citations. Due to limitations in directly interacting with the live USPTO database and extracting citation data in this environment, I cannot perform a real-time, comprehensive search to list all patent citations and then analyze each one.

However, based on the provided patent text, I can infer one highly relevant prior art reference, as it is explicitly cited and discussed within the patent itself.

Most Relevant Prior Art for US Patent 11875275

1. US 9,130,971 B2 (Site-Based Search Affinity)

Full Citation: US 9,130,971 B2, "SITE-BASED SEARCH AFFINITY", issued on September 8, 2015.
Publication/Filing Date: Issued: September 8, 2015. (The filing date is not explicitly stated in the provided text but can be found via a USPTO search for this patent number.)
Brief Description: This patent describes a data intake and query system, such as the SPLUNK® ENTERPRISE system, which collects, indexes, and searches machine data, including "time series data." It provides functionalities for anomaly detection and prediction of future outcomes using "models" to identify information not explicitly present in the input data. It also highlights a limitation of such systems where customers are often restricted to a fixed set of models provided by enterprise software creators, implying the difficulty or impossibility for users to create custom models.
Potential Anticipation (35 U.S.C. § 102): US 9,130,971 B2 does not directly anticipate the independent claims of US 11875275. While it discloses a system for analyzing time series data and using models to identify implicit properties in data, it explicitly identifies the lack of user-defined custom model creation as a limitation. Therefore, it does not disclose the key elements of US 11875275, which are:
- Receiving user-defined parameters for a custom model via a model creation wizard interface.
- Transforming the custom model definition into an executable custom model using these parameters.
- Executing that custom, user-defined model to identify properties not explicitly present.
Instead, US 9,130,971 B2 serves as a foundational reference for the general problem space and the capabilities of existing analytics systems, against which the novelty of US 11875275 (i.e., enabling custom model creation through a wizard) can be highlighted. It directly provides the context for the "problem" that US 11875275 aims to solve.