"... The "Blue Line" separating Israel from Lebanon is one of the most volatile borders in the world. But predicting when this area, and other tense regions throughout the world, will erupt into violence often appears to be little more than guesswork. (but now, thanks to the rubbish below, it CONTINUES to be guesswork!) How can policymakers overcome their own biases and limited information to anticipate if an incident like the recent rocket strike on Israel will spark a larger conflict, like the 2006 war, or fizzle out?
Increasingly, the answer is: Develop a computer model from historical data. The University of Maryland's Laboratory for Computational Cultural Dynamics (LCCD) constructed one such model that predicted this period of quiet along the Israeli-Lebanese border, and also provides insight into Hezbollah's priorities. LCCD developed a framework, known as Stochastic Opponent Modeling Agents (SOMA), that examines historical data and automatically generates rules assessing the probability that a group will take certain actions under certain conditions.
SOMA examines historical data about the group's behavior and tries to find conditions such that, when the condition is true, the group takes a given action with high probability and, when the condition is false, the group takes the action with very low probability....
In examining the rules generated by SOMA about Hezbollah's behavior, the most striking finding was the correlation between Hezbollah attacks on Israel and Lebanese elections. Since the re-establishment of Lebanon's parliamentary democracy in 1992, there was a 62 percent chance Hezbollah would target Israeli civilians (primarily through rocket attacks) in any given year through 2004. In off-election years the likelihood jumped to 78 percent, while in election years the probability was negligible. The one election year in which Hezbollah fired rockets at Israel was 1996. Though Hezbollah won a propaganda victory when Israel's response caused heavy Lebanese civilian casualties, the organization lost parliament seats in the 1996 elections. Hezbollah has since sought to keep its fighting with Israel within certain boundaries, avoided major escalations during election years, and re-emphasized its provision of social services within Lebanon.
The test for any model is whether or not its predictions hold. During Israel's Operation Cast Lead against Hamas in Gaza, there was concern that Hezbollah would initiate a second front to aid its ally. But Hezbollah offered only rhetorical support .... Hezbollah determined that it could not risk renewed violence with Israel -- particularly in the wake of the 2006 war, which many Lebanese felt was brought on by Hezbollah and that left much of south Lebanon in ruin.
Beyond its predictive value, these findings provide insight into Hezbollah's behavior and priorities. The SOMA results highlight how Hezbollah needs to maintain its position within Lebanon's political system, even if that restricts its ability to wage war on Israel.....
However, this balancing act is becoming more difficult to maintain ..... Earlier in October an explosion at a private home revealed the presence of a Hezbollah arms cache (Hezbollah disputes this). This incident reminded the Lebanese that Hezbollah remains capable of launching another round of fighting with Israel, and raised the specter of the conflict being sparked by accident.... As the data collected expands in breadth and depth, it may become possible to make specific predictions about how, when, and under what circumstances regional changes will occur. While the Oct. 27 rocket strike on northern Israel seems to be just the sort of incident which could cause an unpredictable chain reaction in the region, in the future its repercussions may largely be known before the rocket leaves the ground."
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