| 2 | -- | 3 | Stephen E. Cross. Editorial: The rest of our name: Intelligent Systems and Their Applications |
| 5 | -- | 6 | John Charles. The Lunar Rover Initiative: breaking ground, laying foundations |
| 8 | -- | 11 | Stephen E. Cross. Interview: Edward Feigenbaum |
| 12 | -- | 13 | Cindy L. Mason, Stan Matwin. Guest Editors Introduction: Environmental Applications of AI |
| 14 | -- | 23 | Carol R. Stoker, Donald R. Barch, Butler P. Hine III, James Barry. Antarctic Undersea Exploration Using a Robotic Submarine with a Telepresence User Interface |
| 24 | -- | 34 | Nicholas M. Short Jr., Robert F. Cromp, William J. Campbell, James C. Tilton, Jacqueline Le Moigne, Gyorgy Fekete, Nathan S. Netanyahu, Keith Wichmann, Walter B. Ligon III. Mission to Planet Earth: AI Views the World |
| 35 | -- | 40 | Stan Matwin, Daniel Charlebois, David G. Goodenough, A. S. (Pal) Bhogal. Machine Learning and Planning for Data Management in Forestry |
| 42 | -- | 49 | Cindy L. Mason. An Intelligent Assistant for Nuclear Test Ban Treaty Verification |
| 50 | -- | 57 | Eric K. Jones, Aaron Roydhouse. Intelligent Retrieval of Archived Meteorological Data |
| 59 | -- | 63 | W. Bruce Croft. Effective Text Retrieval Based on Combining Evidence from the Corpus and Users |
| 64 | -- | 73 | Joseph L. Mundy. The Image Understanding Environment Program |
| 74 | -- | 80 | Masaaki Takahashi, Jun-ichi Oono, Kazuyuki Saitoh, Shunji Matsumoto. Reusing Makes It Easier: Manufacturing Process Design by CBR with KnowledgeWare |
| 81 | -- | 82 | Zbigniew Mikolajuk. The IDRC: Promoting AI in developing countries |